{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# 加载数据\n",
    "file_path = \"C:\\\\code\\\\Python\\\\machine_-learning_-final-2024-12-25\\\\data\\\\shanghai_data.csv\"\n",
    "shanghai_data = pd.read_csv(file_path)\n",
    "\n",
    "\n",
    "# 转化时间格式\n",
    "shanghai_data[\"reporttime\"] = pd.to_datetime(\n",
    "    shanghai_data[\"reporttime\"], \n",
    "    format=\"%d/%m/%Y %H:%M:%S\", \n",
    "    errors='coerce'\n",
    ")\n",
    "shanghai_data[\"hour\"] = shanghai_data[\"reporttime\"].dt.hour  # 提取小时特征\n",
    "shanghai_data[\"month\"] = shanghai_data[\"reporttime\"].dt.month  # 提取月份特征\n",
    "\n",
    "# 编码分类变量\n",
    "weather_mapping = {weather: idx for idx, weather in enumerate(shanghai_data[\"weather\"].unique())}\n",
    "shanghai_data[\"weather\"] = shanghai_data[\"weather\"].map(weather_mapping)\n",
    "\n",
    "# 选择特征和目标变量\n",
    "X = shanghai_data[[\"hour\", \"month\", \"weather\", \"humidity\"]].values  # 示例特征\n",
    "y = shanghai_data[\"temperature\"].values  # 目标变量\n",
    "\n",
    "# 数据标准化（归一化）\n",
    "X = (X - np.mean(X, axis=0)) / np.std(X, axis=0)\n",
    "y = (y - np.mean(y)) / np.std(y)\n",
    "\n",
    "# 拆分训练集和测试集\n",
    "split_index = int(0.8 * len(X))  # 80%训练，20%测试\n",
    "X_train, X_test = X[:split_index], X[split_index:]\n",
    "y_train, y_test = y[:split_index], y[split_index:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LinearRegression:\n",
    "    def __init__(self, learning_rate=0.01, epochs=1000):\n",
    "        self.learning_rate = learning_rate\n",
    "        self.epochs = epochs\n",
    "        self.weights = None\n",
    "        self.bias = None\n",
    "\n",
    "    def fit(self, X, y):\n",
    "        # 初始化权重和偏置\n",
    "        n_samples, n_features = X.shape\n",
    "        self.weights = np.zeros(n_features)\n",
    "        self.bias = 0\n",
    "\n",
    "        # 梯度下降优化\n",
    "        for _ in range(self.epochs):\n",
    "            # 计算预测值\n",
    "            y_predicted = np.dot(X, self.weights) + self.bias\n",
    "\n",
    "            # 计算梯度\n",
    "            dw = (1 / n_samples) * np.dot(X.T, (y_predicted - y))\n",
    "            db = (1 / n_samples) * np.sum(y_predicted - y)\n",
    "\n",
    "            # 更新权重和偏置\n",
    "            self.weights -= self.learning_rate * dw\n",
    "            self.bias -= self.learning_rate * db\n",
    "\n",
    "    def predict(self, X):\n",
    "        return np.dot(X, self.weights) + self.bias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 初始化模型\n",
    "model = LinearRegression(learning_rate=0.01, epochs=1000)\n",
    "\n",
    "# 训练模型\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# 在测试集上预测\n",
    "y_pred = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 2.8713209293752304\n",
      "R² Score: -4.721087856599755\n"
     ]
    }
   ],
   "source": [
    "# 均方误差\n",
    "def mean_squared_error(y_true, y_pred):\n",
    "    return np.mean((y_true - y_pred) ** 2)\n",
    "\n",
    "# 决定系数 R²\n",
    "def r2_score(y_true, y_pred):\n",
    "    y_mean = np.mean(y_true)\n",
    "    ss_total = np.sum((y_true - y_mean) ** 2)\n",
    "    ss_residual = np.sum((y_true - y_pred) ** 2)\n",
    "    return 1 - (ss_residual / ss_total)\n",
    "\n",
    "# 计算评估指标\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "print(f\"Mean Squared Error (MSE): {mse}\")\n",
    "print(f\"R² Score: {r2}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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99ttvNHnyZHrxxRdd59Cvo379+pQ7d26aOXMmrVy5MqThlVKUKVOGrr32Wlq9ejX16dMn8LO33HIL/fTTT7Rv375zUaWkpCQaPXp0yPM0btyYRo0aRd98801gumGmTJmMz69p06Y0bdo0Kl26NF111VWBYxwzZgz99NNPrnTD77//PuQYQ6Fp06b07rvv0q5du6h169bnfbxwMHLkSFe64pgxYygxMfEc2+Mdd9xBsbGxtHnzZmMKYThgA0g3HL/44gvPZ0OtsTVr1rjemz17Np04cSKscVyIa7GwsLBIKazhZWFhkW4xffp02r17N7333ntGmvcKFSrQZ599RkOGDKGmTZtS7969afr06VSvXj16/fXXqWLFinTkyBGaMWMGvfjii1S2bFkqXbo0ZcmShUaOHEnlypWj7NmzU1xcHMXFxdFDDz1EX3zxBT344IP02GOP0aFDh+j999/3pF01adKEPvroI3rggQfo8ccfp0OHDtEHH3xw3tGMtm3b0osvvkht27al+Ph4F702EVH37t1p586d1KhRIypatCgdOXKEPv30U8qQIQPVr1//vM4dCl988QU1btyY7rjjDnr44YepSJEidPjwYfrrr79oxYoV5xgm33jjDfrpp5+oYcOG1L17d8qaNSt9/vnndPLkyZDnaNu2LQ0bNoyeeOIJ2rBhA91yyy2UnJxMS5YsoXLlyp2r8atYsSLNnTuXJk+eTIULF6YcOXJQmTJlqHfv3vTLL79QrVq16Nlnn6UyZcrQmTNnaNu2bTRt2jQaPHgwFS1alNq3b08ff/wxtW/fnt555x269tpradq0aTRz5szzvk+1a9emxx9/nDp27EjLly+nevXqUbZs2WjPnj3022+/UcWKFS94s+rx48dTbGws3XbbbbRu3Tp68803qVKlSucMvxIlSlDv3r2pW7dutGXLFrrzzjvpqquuon379tHSpUspW7Zs55gL/cBr57XXXiPHcShPnjw0efJk+uWXXzyfrVixIhERffrpp9ShQwfKkCEDlSlThnLkyEEPPfQQvfnmm9S9e3eqX78+rV+/nj777DNX8+kgXIhrsbCwsEgx0pbbw8LCwiL1cO+99zoZM2Z09u/f7/uZNm3aOLGxsedY9Hbs2OF06tTJKVSokJMhQwYnLi7Oad26tbNv375z3xk1apRTtmxZJ0OGDB6WteHDhzvlypVzMmfO7JQvX94ZPXq0kdVw6NChTpkyZZxMmTI5pUqVcvr27esMGTIkJHNfKDzwwAMOETm1a9f2/G/KlClO48aNnSJFijgZM2Z0ChQo4Nx1113OggULQh63ePHiTpMmTQI/w6yG/fr1M/5/9erVTuvWrZ0CBQo4GTJkcAoVKuQ0bNjwHNsk4/fff3dq1KjhZMqUySlUqJDzv//9z/nyyy/DujenT592unfv7lx77bVOxowZnbx58zoNGzZ0Fi5ceO4zq1atcmrXru1kzZrVISLXMQ4cOOA8++yzTsmSJZ0MGTI4efLkcapWrep069bNOXHixLnP7dy502nZsqWTPXt2J0eOHE7Lli2dhQsXnjerIWPo0KFO9erVnWzZsjlZsmRxSpcu7bRv397FYFi/fn3n+uuv9xzT71kRkfP00097zv3HH384d99997lradu2rWu+MyZOnOjccsstTs6cOZ1MmTI5xYsXd1q1auX8+uuv5z7ToUMHJ1u2bMZrXb9+vXPbbbc5OXLkcK666irnvvvuc/79918jU2HXrl2duLg4Jzo62iEiZ86cOY7jOE58fLzzyiuvOMWKFXOyZMni1K9f31m1apUvq+GyZcuMYwnnWiwsLCwuNKIcJwXdOi0sLCwsLCwua/Ts2ZN69epFBw4cOFf7ZGFhYWGRerCshhYWFhYWFhYWFhYWFqkMa3hZWFhYWFhYWFhYWFikMmyqoYWFhYWFhYWFhYWFRSrDRrwsLCwsLCwsLCwsLCxSGdbwsrCwsLCwsLCwsLCwSGVYw8vCwsLCwsLCwsLCwiKVcUU1UE5OTqbdu3dTjhw5KCoqKq2HY2FhYWFhYWFhYWGRRnAch44fP05xcXEUHZ368agryvDavXs3FStWLK2HYWFhYWFhYWFhYWFxiWDHjh1UtGjRVD/PFWV45ciRg4hwc3PmzJnGo7GwsLCwsLCwsLCwSCscO3aMihUrds5GSG1cUYYXpxfmzJnTGl4WFhYWFhYWFhYWFhetBMmSa1hYWFhYWFhYWFhYWKQyrOFlYWFhYWFhYWFhYWGRyrCGl4WFhYWFhYWFhYWFRSrDGl4WFhYWFhYWFhYWFhapDGt4WVhYWFhYWFhYWFhYpDKs4WVhYWFhYWFhYWFhYZHKsIaXhYWFhYWFhYWFhYVFKsMaXhYWFhYWFhYWFhYWFqkMa3hZWFhYWFhYWFhYWFikMqzhZWFhYWFhYWFhYWFhkcqwhpeFhYWFhYWFhYWFhUUqwxpeFhYWFhYWFhYWFhYWqQxreFlYWFhYWFhYWFhYWKQyrOFlYWFhYWFhYWFhYWGRyrCGl4WFhYWFhYWFhYWFRSrDGl4WFhYWFhYWFhYWFhapDGt4WVhYWFhYWFikJhyHaNkyopMn03okFhYWaQhreFlYWFhYWFhYpCaGDye6+WaiBg3SeiQWFhZpCGt4WVhYWFhYWFikJoYOxevy5Wk7DgsLizSFNbwsLCwsLCwsLFITyclpPQILC4tLANbwsrCwsLCwsLBITdSogdesWdN2HBYWFmkKa3hZWFhYWFhYWKQmSpXCa+PGaTsOCwuLNIU1vCwsLCwsLCwsUhOFChHVrk1Utmxaj8TCwiINcdkYXn379qVq1apRjhw5qECBAnTvvffShg0b0npYFhYWFhYWFhbBqFmTqFs3onvuSeuRWFhYpCEuG8Nr3rx59PTTT9PixYvpl19+ocTERLr99tvppO2JYWFhYWFhYXEpY+5corvuIuraNe3G8M47RPXrE40Zk3ZjsLC4whGb1gMIFzNmzHD9PWzYMCpQoAD98ccfVK9evTQalYWFhYWFhYVFCERF4dVx0m4Mf/1FNH8+UbNmaTcGi/PD0aNETzxBFBtLNGJEWo/GIgW4bAwvHUePHiUiojx58vh+Jj4+nuLj48/9fezYsVQfl4WFhYWFhYWFCwMH4nXOnLQbw8GDeP1//cniMsTJk0Q//EAUE2MNr8sUl02qoYTjOPTiiy9SnTp1qEKFCr6f69u3L+XKlevcT7FixS7iKC0sLCwsLCwsiOjEibQeAdHMmXj94ou0HYdFypGUhNeYmLQdh0WKcVkaXs888wytWbOGRo0aFfi5rl270tGjR8/97Nix4yKN0MLCwsLCwsLCwuICgiOmZ88SJSam7VgsUoTLLtWwS5cu9NNPP9H8+fOpaNGigZ/NlCkTZcqU6SKNzMLCwsLCwsLCgLSs7dJxKY3FInxs20bUoYP6Ozk5zYZikXJcNoaX4zjUpUsXmjBhAs2dO5dKliyZ1kOysLCwsLCwsAgNa+xYnC8WL3b/bQ2vyxKXTarh008/Td999x19//33lCNHDtq7dy/t3buXTp8+ndZDs7CwsLCwsLDwB9ejFyiQtuMgsvVBlyv0DC5rzF+WuGwMr0GDBtHRo0epQYMGVLhw4XM/o0ePTuuhWVhYWFhYWFj4g7N0WrdOuzF07ux+tbi8UL26+28b8boscVmlGlpYWFhYWFhYXHYoXJiocmWitGRXjv5/X7vVpy5P6JFK+xwvS1w2hpeFhYWFhYWFxWWJNm2Qbpg9e9qNoX59GF/VqqXdGCxSjlhNZbcRr8sSl02qoYWFhYWFhYVFqmP9eqK77iJaujT4cwMHEvXpE94xFy6E4fPEE+c/vpRi40aizZvT7vwW54fnnnP/bSNelyVsxMvCwuLyxa5dRLNnE+XJQ9SkSVqPxsLCIj3gzjuJduwgmj49WLl9+mm8tm2rarj8EBWF17RUllesIJoxg6hZs7Qbg0XKIcnkXn2VKGfOtBuLRYphI14WFhaXL1avJmrfnqhnz7QeiYWFRXrBjh2hPyMNqGPHQn+eI2PLl6dsTBcCx4/j9eTJtBuDRcqRlKR+//FHZcxbXFawhpeFhcXli1Gj8JqWyoyFhUX6QjiRBFlfE06tzcGDKR/PhcKsWXjt2zdtx2GRMiQkqN8TE9NuHBbnBWt4WVhYBGPQIKInn7w088lnz07rEVhYWKQ3vPYaXjt18v+MlIdxcaGPeSnKT4u0heMQxceH/3kZ8dq2LbxIa6jzW1x0WMPLwuJyxPbtRHPmXJxzPfUU0eDBRD//fHHOFwkuBS+yhYVF+gLTrktFV4dUWjNkCH3MS0nJvZTGciXjwQeJMmeGERUO9MjqmTMpP/ewYWhx8McfKT+GRYpgDS8Li8sRJUoQNWxItGDBxTvn/v0X71zh4uzZtB6BhcX5Y/RosN3Z9KFLAy1bEk2eTPTCC/6fiYkhmjePaO5cohw5Qh/TGjsWOr7/Hq8DB4b3ed0RcD508p06Ee3bhzYHFhcV1vCysLic8euvF+9c5+Nds7Cw8EebNkRffEE0fHhaj8SCiGjsWKIePYiWLPH/THQ0HF9TpoQXeS9dGq+h2A8tLj/064cebe++m7rnue4699/nY8zXq4dXywZ80WENLwuLyxm6IE5N5M178c5lYXElYteutB6BBRFSuVesINq7N/hzn39O9MEHiByEQrFieH300fMfX0rxyit4ffjhtBtDesRXXxGtW0fUtWvqnmfQIPff5xPxuv56vObOnfJjWKQI1vCysLgcwV5T9qKmJmrVIsqWjShLltQ/V6RgY5AVCguLyxk21fDi4OhRol69iDZsMP9//Xq8BqVyJyQQ7dmD32V/JT8ULAhH2cV0YCUmopaHmyZz7ZpNe7ywyJ49Zd8rXhyvt94a/ncyZVK/n89z5ONEQu5hcUFgGyhbWFyOYIF7Mfp4/P576p8jpciTh+jQIaKmTYn690e6R8OGaT0qC4uUoWLFtB7BlYFnnyX69lui3r3NBBpscPmlcickEE2apP4Ox/B67TWiFi3cinNq44sviJ55Br87DlHVqoh2Vat28cZwJSBfvpR974UXEC2NxIGaNasyls4n4jVzJl6D0mktUgXW8LKwuJRx8iTRf/8h4nTVVep99rRu20ZUvXrqjmHkSCgaLVqE19/mQiE5GcpCTIz/Z+bOxdjWriV67jm8Z725FpcbKlfGWi5RIq1HYsapU4gOZcpEVL58Wo/m/LFwIV5TqriePEl0333q73COs2IFUYMGRGXLEv31V8rOGynmzXP//fffaKIcDv29RfiQhldCQngsl0RqzwoXd98NfYBxPnsdz8G5c1N+DIsUwaYaWlhcynj2WdQGDB7sfp89Xj/+mPpjeOIJoo4diQ4cSP1zSUyeTBQbS1Snjv9nsmdH8+SLRa1vYZEaWLGC6PDhSzcSsX49UZUqqAs5efLinffgQRCOXOhz3nEHXgsUSNn3dUMriHaewdkJqekY2r8fzZH9+hsuWIA9499/U28MEtu24bqjos4vOnOpI1cu9fvx4+F/7513wC64enV4n9+xA6+FC4PIg+sGU4KsWfFqM0QuOqzhZWFxKYNpinVh/s47eJUCP7Vw4gReL4aRJ8FU8bEBgfkdO4hatSL66CP8falGDCwsgrByJdHUqSB1uBQhjYWLSQBy++1IjbvQpAXlyuG1bt2UfT8hwf13OEbFq6/i1a+u7EJgwACi118natQILLS6kccy9WLV9cjoTHpu/SFT/iMxrAcMQA1euHOCa0D37IFxHX0eKvztt+O1VauUH8MiRbCGl4XFpYwpU/DKqTEMTvk73871kWDTpot3LiKlhOrpMhLvv+/++3w2IguLtMJbb6FOccaMtB6JGdKwuJiR75Ur8SrrqS4EQtXGZswY/H/dcAnH8LoYUaaXXlK/nzlD9NRTRDfdRPTII3iP08pefjn1x0Lkdprpxmp6giRMiSSyx2yYS5eG93kZWT18OPzzmHAx68QtXLA1XhYWlzKYjeq339zvs9C9mE2NL3Yfr3DSL7791v33li2pMxYLi9TEhAl4XbMmsu/t3YueUw89lLq00FKZTItG6vnzX9jjbd2KVzbsdHz9NVH79iolUYce1ahdO/Q5L0btKaePMW65hWjZstQ/rx+k4ZWeI15vvYWU96io4AyN84U0vJYvh+FWsGDKjsWEMGmxnq9wWPewhcXlAL2GoEcPvC5ffvHGcLENL0utbXGlIZxGvBJ33ok6UI5oRILPP0cKXzhpTmkV8WrbFq+33HJhj8uRcT+Djv8fTu0WUXh04heb9OdSIBmS0ZT0HPEiIpo+nWjaNDcJ1oWGPh+PHk35sX7+Ga/du6f8GBYpgo14WVhczriYm6s1vCwsUheRKqccFR4/PvJzMc14sWJEZcoEf1YaXqktBx57DGQj/fqpKF5K+yT5gQ0uvwb0deoQjRoFEgMTpNwdOTKYedX0ndTC6NHu8y1fjvfKlQOJw8UcC5F73qTniNfFgr4npmfCknQMG/GysLiccTENr4vdaDEcw8vWdFlcSjhyJLyeTn5IqXJaqhReDx0i2rjR/3PJyV7j7p9/UL8ZFG2TCl5qy5wNGxTLY7lyIAHg67vQ8KtvGTCAaOBAfyNTpnUuWaIaLgeBKdyvvx6vjgOShAt5PxctUr87DhgOP/jAGxFNC8MrPUe83nsPbV2GDk3Z98N9Htdck7LvmfDWW3i9+uqUH8MiRbBai4UXX3+NvlEPPJDWIwkfO3eq3lbpCVmy4LV+ffP/H3889cdQqxZes2VL/XNJhNNUUlecUtrI0sLifHH8ONKM8uRJ+TEiVU47dMBr5854zZcP0Su/Wsdq1WAASINixw6ia68NrqO6mMoZEwlt3Ej055+on3roociOsWsXrnXYMPP/uZaOa+tM/1+wwD+tUvYz7N8f4wwFjp4xAUavXngW0dFEixeH/n6kePxxbyT0zTfx2qLFhT+fCVdKxGvLFhBkPPJI6pKozJrl/vt8Il433YRXSQySGvjiC6KaNSNPo07HsIZXesCKFVhEfr07IsVHH6Fh5qhRF+Z4qY1Tp5AuExeX/tLTrr0Wr2+84X6f+8/I9JHUwoMP4jUU01e4+O8/oj/+CPbME6kGpUEU8Uynb3uRWKQ1OOpxPql4kRpeXPOhp7otWWL+/IoVUIBWrVLvhcOoVrIk1uzkyUT33BPZGCMFX9NvvxF9+SXRhx9GfozXXkOanZ985Pvj13Np5068+jGq6g6fcPadvHmJihRRaZPr1qn/yWbM5wPOAGje3Jx+yo68cFIjLwQqVEAUbvHi1ItaXgqQkadIjCGOnDZpEv53WCfQzxspMmXCa2pnsjzxBJ7/l1+m7nkuI1jDKz3g9tuxKTZqdGGOxx3NLxccOqR+v9h1SJFg7Vqinj2JRowI/zusiOlMSReTCvbxx6EM/fDDhTnerFlwFDz6aPDnWDkI2shYkWjaFK/Wq2aRVpBrNFxSBh2RRiKioqBsx8S4lTBTdFr+X8qNcGVIlSpYZyVLRjbGlILHlZJ04pQyvTF4D/z6a/P/z5whuvVW9Xc4htfgwUS//EJ04434WzqyLnStToUKZpbLcuVg5HG0I7URHU1UowbS8FjRT49IqeH10ksgx4lkTcmI+vnMm19/xWs4abLng3r18KqnSV7BsIZXeoA0PK5ESBYhXYn45x94eWUjx7TCmjVIL9Ep0IPw3XdIh9E71LOn9mL01ho/nmjcuPOrXUkJSpcGVfbgwf6fmTMHnuOTJy/euNIbmjeHx/VSYEG7nCEVy0gVohIloIjXqRPZ9+rXh4K9erXbc20io5DGoJSTZcuGPs+JE6i9uhi9qBg8xiNH4LCKBJUq4ZWbxF5o7NqlFFei0Ib2okUwhsuXVwyNGTKo/18oCnLpkDONad06OKsuluF1pSClhtcbbxB9+mn4hleNGu5o9vnIbD+nwoUGz/P0XOMXIazhlR7AaVZ+DE3pHTJtQhd6111HVLUqUk/SGmy4REIBmycPFOOKFd3vc4H2E09cmLEF4f778XM+1LUSbDRu2xb8uZ49Udvxxx/+nylZEspgqLRFCzOOHiWaOBE0yOmxRvJignsoZc/uVqrDwdatMJw4GiLx009Ed9/tbRZOhEjL4cMwTqQxZYr4SEW8eHH1OxuMQcyBv/0GA614cZUiN2MG0W23gZI+NSCvJ9JMBt4H/KJl3J+LI+aRQt9nQlHyc7o2kVKWhw9X77Vpk7Jx6OBjv/WWOY1y+nQ4/i6WAb11K55jVFT67rGYUsPrs8+IunQJ3uMkeO3Vq0c0aBAM+ZSCazr9mDsjQXIy0gmnT/dGf3kdp+cavwhhDa/0gJo18Zpa3r1LHdLw8vM8rl17ccZCBCVl+3bv+5Mn4zWShpasOOierb598Xq+KTXhgM/dp8+FOd7cuXjdsSP4c6dPh1a4zpwhatxYpW/yWrAIDzbKdeGQNSvSuJo3j/y7u3ejnsgkp7ZvJ5oyxaycyTqNTJnwPB1HOWYkYmKQLjxyJBw6LDc5RT1IYZT/mz4drwcPIuoTrtIYKWQz4EjnKUf/9u0z/79KFbw2aBDxsIjIe6/efz/YcSENwN27vf+/+eaUjcMPfvfrYq932Zx38+aLe+6LCTkf9LmxcyfWmKk2ctAgGF+y3i8IrN/Mn48od6QOHokiRfD67rspPwYR5lRyMvbeu+7ypvtzZPinn87vPOkI1vBKD0itep8LRaaQ2pCRGL9c+4sV5l65kqhuXTMhREo2PS5I1Q0QP4MsNcFsY+eLcOcpM4pNm4bXzz5D6qGEXnh/sYrG0wtSI93pUsSnn6Z+o9BChYjGjFGpxNWrI1LNRA1BmDABRgBTPEvwnDYVwX/0EV7ZGApCbCwi1w88gOe+eDGMvYYN0TuL+3qZYJIzzOx37Fjoc0cClm0PP6zek8rs8eMgzZgxw/8Yv/+O15Urg8+VUvlp+l5QrUzQ2rrjDqKWLVM2Dh1+zrG778Yry3Bmw0xtyPvkF/HgiBg3y05rHDoEgz2SKKuMFuuG19atID5jx6sEz5nevTEPTEa5hNRvwpErQZB644cfYgyRok8fRMzmz1fv+ZV1pDfis/OANbzSA665Brn+F5o1qG7d0J85dAhejnHjLuy5I0GQt4lxsRa97KNyPkhOhnfrnXfM/2dP4sUM319sb+nWrXhdtAi/d+lC1Lq1+zOffur++7ffLs7YLjZ270Zq5qlTF/a40rlyPt7TSxmOQ/T88zBqUtvrXrAganl27ADF+J9/gkymTJlg4gw2ekwpa2xcTZrk/Z+MkB0+jHOtWAGKc1P0bOhQok8+gfy46SakLJ09S/TVV0Tff+8/PlMfL47c+zEopgRJSepc0liRsuftt0ET37ix/3G4oN8PnJHw99/m/zNDsClySGTeZ4Lo+IOYWWfOvHAEB7lzex1bU6akXbQhEjr5FStSdyzholkzOFEiaUo+YAAiWvXre9NXw0nR37yZ6OefsccFQWb0TJlizqwJF/xs9u0jevlloh49IjfmunXD97/4Qr3nZ3jx2MeOBaEIO1SvQFjDKz2A01TCDVeHQo4ceA2H/vONN+BtvVB0uOcLHruOcCJe+/bh+zLFJVIEbbCRGC516gR7SbnHWmqTa8gxXyjDK9yIl3xmbHDoPUeulAbKbduinm3q1At7XPks0mvaoVT+Uso2GA4cByQvp05ByeQ5u3w5ahDDUZJMREnhRiL/+ANMe1WrEj33nDeKcvo0+gy98AIMwxEjYMSw0h+0Lk2GFztGLjT690fT3+rVlbEqz89EBEH90ipUwKufPGbHlV+qNssVv/liMryCMkQmTw6+vxey/kk/z8XuvyhxOTZQ5mhpu3aRfW/SJKTRnw/r5759MPpLlQIDpgSn9OmfP59zERH973/qvUgJtKpWxaskBfIzvO68E69z58JQDaeNRTpFOs4tuQJxoRSnSFJHatcG6xznC6cF5HX7FUuHI/RjY8HeRYQNNyVpa2y0mYpeI3k+4QrAC01DrCM1lHGdKMQPMkrJrIW6EnEx6PQvBYQiC0gpoqKgfEdFnZ/D4VJGTAyU4rNnU/ca//pLzVOTvAkn6m76XlAkMjpazQ2dTEE2+SVCRIyRnEzUvj1+59qToJpLk+Hl5+Q6H8TE4DpmzMCewoRRUg6xwRUkR0IxqbHBxeyHOsqUIRoyxEvJnpiItD2TMRwkK2NjMfd4fugGXe/ecKAePEj0+uv+xwmF0aPVs8qQAdc/cCD2ExkhvFhOlkgiXunV8RPJHuU4quby9ttDk3acz/4f7rjGj0eP1Bo1vP/j9GfJ6HrkiPszlSsj5ZfXMn/ncillSQVcIe7idA72MKSUVt5xiJ5+mqhfv8i/yxvThWDGSSnCqXELx/CSCk5KvXOsXJk2Zk6TC8cDKRucMkwbU2pvVudz/N27QVmrG5HM3OaXxsMIx/BKr5u1Dk6hHDPmwh73xAlErbt1S99GbKgIxoWAnItSfnBKzZo1oY9hUk6DDC9uIE6knEamMRC515O8D+FkSpgUPFnXciHv64YNRAsWgHmvRAk492QUIRx5zxGtXbuCz+V3jNdfR0pUmTLu93/5BUbhlCne7wTJIsdRTsEbb/QSEGTIQNS5M9bh+WQxSIp7xtixKAdIKZKSUt4f83KMeKXEudW3L2ol9RpkosjkalAv1qQkNxsp0fntf0zQJaEbQ7t2IXLul9bLRpSUUXrESx/jkCF4fe+98MeazmANr/QAJhiYODFl31+xAl6xV17B37NnwyMoG0T6gRdcWhZO8sJ2HG8NDBuEQSmADMnApCtA4Qo4FjomJYu9rClpJHjbbeYxdO4c+bEiQVSUYsuMNFpQrRqK9t9803tMotD3lJnHiFQqTqjm3uk1asO40MqLX1PdlB7r22+Jvvnm0mpknpysxuPnIZ47F/WUP/+c8vP4EQlE4hAzrYmgVEOO2Pzwg9fw0h0efoZXOJAyyxTx0s+dUpw5owggNm9GemarVqgJYXCdHrOjmhBEvEGk2k+YCA927EAN2YwZ3voc2TNSdwIFZUh06aKMrVWrUEPkhwvVk9AkK5i85bbbwj/ODTfAwE/JuCKJeF0qSInhtW4dekq2bm12moaDhg3xw0ybeq+1jBm9LVjOJ+JVq5b6/brr0Fxb3z9Dret//sGrNDh1w4vvh+7guVAy4zKENbyuRJw6hQ2FN2LpNSWCh2P//tC9SYgUmURKhc2FgFRWmBXovffgtZwxA5v3hAmRHVNuWrt3ExUtiuLT80GRIkjvYYapSDBypHtD4E1f5menBqKjiTp2xO+Rpgbws9CVoFy54IEN8u4Roc6DiChzZn9SCX72QYX2Fv6Qa8fEmhcJ4uPBltax4/kzbl1IyLH4KSqjRiHyN3p0ys/j592PxMgxGV7cc+qpp7z/42PHxHidX6wUMcIxvPycIZUqgUTjhx9APkCk5EHHjt49JAicYWGqId69W0V8tm6FV14W7hOF1xokVJo4E4OYWOQ+/1z9/u237vYfLHcLFPAaInp0TELujyzHZeqWnDvnw8waypnFaZoZMqCPWP/+oY+5fj2MpuXL1XtTpsBACFW3WKcO6s+nTAkml7mUkBLDyy/aTRTs0OL/zZsHYpwGDRSpmSm1j8jdAuF8Il5ynq1ejefMBDEnT6Ima9Ag9zj9ICNefm2NmLDG9J0rDNbwuhKRLRtSBJklixcVp45wjm44Hi4pjNMKpj5er72GTXvlSqKrrw5PMZDCRXrnOP8+HLrV2rXxavJSnzyJom/+TCTQhdSFaiEwfDi8sUGes1atMPZwKKsluOD2uefc769bh/SrUIY9b4DJyW7vvYnwg9M4LzTrX3qHvJfnSwue0iaiqQ25lv1qQNkIGDo05efxU74iUY5MlO68xk0KId/nmJjQ99zP8JLHDTrGzTeDjr5cOfydUhn0yy/IsDBF6+Wz4nuYEkX4fOrP5Bz54gtcNxuDfM0nT7oJBUJB7lF8jyWTobzvV18d2XglQs214sWJmjRBNsHDD0M2h0vKJffQu++GsRCKVCtjRjBMNmkSzPpIlLYkIBLna3jpa4jr301RzpdeAuHNqVNwUG7e7N73TChWzHzeSCHJO/74A84BPufnn4Ntk1mDQ+0NefNCNnTqBFIciRdewKtek5me25eEgDW8rmQwq43fBhqO8nQp1NgUKqTY7nRP7vLlUPDDMSL9FKdIPNYsTBITvfdm7lykc0ZSp1OrFqJ1UVHm6MS//7o//8QTRE8+Gf7xH34Y/bH82PKSkiCA58yJfEPie6EX+YejsP3xBwzd6tWRE+7XJ2XWLHik//wzsrFdrrjQdVgXcv2mBgPmhQCvlXz5UCSeWpDzMls2VcNYoEDo77L8evBB7//KlIGiayKT+O47HP+550LLKT/DS6b0+sn8kycROZRpkyk1vPTiewmT4bV+PdGrr6r3OXJy7bX+x+HIzv33RzY2IrNxzhEraXhF0rrCFMWSqVbyeZyP0Rhq3a1ZA8X9nnuUAR0qOs0GkWlcfgx2kYCbfofquXaxkBKG5iDDq2xZRAZl5JTRrx/qoMeNQ9bG6NFEpUtjjutNtY8cQfrhiBH+54oEsqa/Th2QYPD60w0tP9nC0bnatREN5/otCT+iG0uuYXFZgxdo2bKRfY83TI4SHD/uXhzhLGomSgjVfyK1wRubLiA++wz3JZyGkVJ4Sm8Mh/zD2RDl9/T7x/c2kvqX1q2JmjdHhFJGfTj/W6bYHTwID+3gwZFviDojGuPsWaKmTfETKdWsifFIvh9U+P7339iQcuSAMiqba8rnVLky7ivXfaT3Gq9Q7KG7dkU2vy6kgWRivrsUwMpEam/0fM1xcTBmqlaFQsPy+aGH/L+7bx/msUmG16qFef3HH97/ZcyItPBdu0L3rpKGV+XK6ncZafCT+ePHQ2HPl09Fap55Bn2L1q6NjBAi6DlIw0v+Lmut2DDSGQcl+Fn4OYuY2toEaeTpxwua11w3Nm8e0aOPumWwyfCS97pqVciwv/4KNmRDratQ/x87FvvDjh1qroXKPDDV5DITJteF+2HdOhh4BQpcPj0W+/UjqlkzdCq8RJDhlTEjophFi3q/N3w45hsbLDNmoMZx/HhvPVd8vJIBW7cilVg3ziKBaU5y6m24zhTWiaKj4ZRZvBhpixI6D8ATT+C1SZPIxpuOYA2v9AAukrz33si+x8JCbsiRGl78+bT2XvgZXgxT81EdfD9y5XJ7xnmDZyMzCLLpol5zwd3dR40KfRxWhho29I6PSOVey1428trDVXyZ8IP73uiQx/Fr5uwHrv+bM8f9PjfK1KNUR4/CyL3jDjWv+LkGpUPdfbcilkmvtV7shQ2qI/n7b2zuodgiJa6EiNfFMrxy5nTXLg4fDnY+lhtBNQ0nTsDjb4rcHj8OT7ipCS47NZKTYUw5DshNiNyygwhpZkOHolGy7IfHNWR8HBPk+z/+iNecOWFwLV0aWZoqM7OZoo+yzlAqhiYSmKA5xrLw8GHz5zjdu3597/9Mz4nlbJCxxxGsl16CIs33iSh0WlXVqtgffvnFy3jImDYNz+18miHLKCXLkiDDKznZ3WLFdJwgbNsGuXTgwPkR11xMFCwI48fEEOmHIMPryBEYqmysSgwdSvT+++rvhAT/1iF8/6OjQRZ2zTX+qdPhgI//1Vfu8xP56wO7dsFoZ92Gn39SEur4atZEM2YJ1hv4+XPKpcxiucJgDa/0gPOt95EbnDQWwlGeLpZSE4Q9e/BD5K84hMO6GCrlMpxUO+ml1c8ZiTLarBmKVKWRxuPYtMnsgc2cWf0uhdp//2EjMZ2fjxnO3Jk5M7yx6+Bnw5Dn2rQJKVQNG2KcS5ZAQDPD5MyZXkVDPuOPP3anP6W3hsqffgpj8uqrsan5NXwlUkZ/JM1Yz2fj1nGpR7y2bQuP0j2luOYapOx++y0MiJtvhiMhKQn1LUF1pkuX4vOmqBjLVhMrXM+e6nc9lUePNOfLByIMjh7PmQNl/rrrwD76xhtuGSLh9zx5LUeS8hQUjeJrLF/ezYYqj88pW0H1xZxaPnOmue4zyHjT7xuRMrxKlPBSeutjZOZDubaCDK+aNYkef5yoa1ewN/plAjRpAhnJ5CYmvPuu+X2uu+GUyXvvVZ/du9f7+VWrYDjK9D+Zrh/unujH9CmRMyeeRzhZKUE4cQLRxiVL3O9v2YLonjQwQh3nxInISgyksa6vhS1bwJ5pYtBkZ6wEE5boUWQez4WujTKtgQoV4ETSMyxKlcJetGcP1hWXKKxcibIFIn+2QpZPBQpgfadlC6I0RjrTUq5QlC8PphtTKDsIvPnIXHkpbMJpdMs1RqaeEBcL0kt6Pv1kMmSAYNE7z2fJkrIUtlDG3tix2BD00DwRWAyHDnXf1+RkbB7XXgvmSf0cUuBL4+bGG+HhNbUbCGW0n08U49FH1fkl5GZ96hS8/OvXu73mMq2xWTOiXr3U33Ks3bu7j23qo3I54/nnkX4SF4eobZDSlZK5nz27Uhr8nm+4z/1SJde4UPIhHNx/P4zjsWNhICxZAiW3aFEYV3547DG8mupt2LiSDZAZ0hmydSvOsXUr/jat6SlTIEO2bcOe0bgxlPmvvoLh7icHTEb1zz+r8UYiG4oWJfrkE7fReOYMrk868vwM+XDYdmWamEkO87j1dC4ir/H50ktuYgi/vYDHKAlPGEHRzkWLoJyzAeQ3R7mxsk5WJFGwoNeZMmcOUsAkZDqyKTX5yy9BqiQdfzINlpttP/KI/1iIwuvjxWnuv/8efKxQ+OcfzGneGxnPPIM58/jj4R3nxhuRQhe0XnV89x3u1003eUlCZJuacFJFeU1/+637f5LBtH9/EIjpzKWRgMciHRP83vXXw6jSs1Wkw0Ia4pIQxq9sgcd/4gSif6Z61isE1vBKDzhxAsQNnNoVKeRGk5ioFlc46XlBhdIXC1KYScafSFGqFDbY7dvdQjdDBgincK6V711sbOhoQuvW2BBMxbxNmngNacdRzIqsMBw4oDY/eR+kccPGsYkqm9Na/PpjnU/kws8bLpW7Awfwum+fu45DV5Y497xfP7dH+lKKrFxoyGt76SV4Ck0F2oyU9tIL8v4nJSFqE07BufTEpiaJRaSQSrM+F0+cQC0hQxr4KcHRo1C0pBNh8mR4hE0OFgZ7uU0pe0HRaLnOv/gCkQ2+hmnT3Er8gQNIy338cYxn/Hiijz5SrHZB0QuTEST3m0jWoePA0JNU5nFxSKPLl4+oTx9Q59erp8gx9HooIndPLR2SijshAfvjPfeo+8yRTxPTnF5n17GjIkiRjZBN10WkDENpKA8f7j9WIjdJkp/hFW4TcH2+hHo2puNxKjv3CCVyr+9wm99ezD5eHOnXI4Z+hoAf+PO1avnXNa9ejQjd22+r99jZovffks/jfPYraXgNHYpnYHIchAsey/PPe/+3fz+cNFwWwI4DybjIDq3YWHfNpF/Eix2xX3+NaKuplcMVAmt4pSeEs6hNRkp0tFpQiYkwMk6dCo+NKy0jXQy+pmzZ1Eaa0nD8kSPYMKUXMJIUTt5omjf3pl/6PR891cNxzD2VkpPNkYR58/AqNzZTek2QYu6Xb30+G4UfLa6MpMpNXyoqujLA1+ZHq58eoTdvJQpWjm+4IfJzJCVBUe/Tx10vyFi1Ck6IceNCHyt7dsVQZjpWWqFSJeWR1efif/+paNPjjyO9JqVYskR5q03sfHL97diB1DI9wmWaz3LOB813U+RCjoOVKCI895YtYdBPm4b3/vzTvx2DyfBKaYQzKQnGnqQxZyKKI0fwrMaPB3sbk4DIc3F9ml+fIyL3npaQQHTLLTCA+VnzPiGbyDJKl8YrO74qVFARnhUr3PdRgsfIiv+UKep/oYiZZBsBP8OKI2hB93rsWO8zHDYsmDGQU8RCQe6pbJxKI3TBArQIGDxYvSfHeuCAcrSZEI4sHzcOBs/Ikd7/+fUh5GceTo02kXu/94vSLV+OiJRMhw3neOezX7H8iIlJWYqvDtNY+L0//oCThqng+TxsiO7Zo+RNpkzuY+mGF88Vbr9wKZSnpDGs4ZUewB6acDuBL18OJYGLqvftUwsrMRERsCxZwjM4ZL57WinBpnS5/fuDhbwfWMmRCgvf3yAWPgYLR5Php6c6cEqjzKO+6y6E+WfN8n7fz/BiRj9Z+C03b64tadXK+91SpbzflTifZ8qNT/WaI1aYChZ0GxKyqFw3Ev02mEvN8HKcC5fOxu0eJB2/3kxWomVLZfiEi717YQC8+aa5j45f/eflBt0JEB+PdcPrNCYG91Z6q7duhSIb7v2U90cqgdyQVxpGd98Nr6/O7CXT1fh3KUv0uRWKUMev5lR+T3rN/Tz8pvVnSkN+/XWiatWCU35NZA08x4sVQ23LjBkwBAsVgvH1+++Ifn37bXg1zbt2qTFL5ZnrTeUxtm4FK2+PHu7/SaOY72PQXND/pztJ2EipVcvbUkTODT/5wVGoIBlgIt4YMcLdMkBH8+b+/5OQDkK+NnnN69cjRVGmv8p5M3q0ufF0JFi5EnMgkjRAvu/hNvkOR+bp6ct9+oD5N1Svy1CGkmmPZkRFISKcL5/5/keKt97yvicNLyK1XvQ5KSNemTMHG176emV5I1ONrzBYwys9gCdwUGrgxo3IB46KQqrGzTcrI0PmICcl4XMlS7oph/0QVFR6scAL+8QJlQ541VUQUE2b4u9wSBf++UexisnNesIEvPqxTUmwoB41ypvioHtSX3oJr+XLq8+sXGlO+2vZEvfaRHXM8GMBK1ECr6YoRCiGsMyZVRTARD8bDvTvSSXYz/B64AFVCE6kFMLnnzdHghgXus9VpGjRAvc7VCPnV16BghpE0c+Gl4w8n4/SYkIoJVYq/X4eZXms2bPh6b8UUpAZSUlKNvFr7dogw+AmoklJIGqRMrRHD6J27VREORTkGpKKND9HCXZ0rFnjpolPTobcKF1aKcTyGejpWqwQLVpkzlCQn5fKk59y7ycHuOeT/IwpCta3Lxx7Qc3mZeNgff4dOQJ6eiLI4p07ISeTk2GsdOigDCKO1JkgU/sSElQqFO8HnNo3fTrqcz77TI1ZXiuDo1x+9ydbNu8akrKtf3+11mNjVcN3RjiGF+/T5+PY4QwVmXUQLiGRlLvM2CjHzWmc0vgw3S/+XErQpw9eZZpqKISbommCn+El9Z5Tp5BiOHUq9sq5c/2PF2Qo1ajhZkXV+9Rddx2cyZs2XZiIV6NGyuGRPTuc6JMmQe7pxzWVPfB+cOiQcgoQ4X2pP/F61dPkJSnWFQZreF0JOHMG1LHXXYdFkZyMhcGCSAqDIkWgbGzbFl5He1k35BeWT23I8f/xB66xVy/QmI4ciY0+HKY3qSzLa4nEqyRZ56RBSwRjsFUrtfmzIST7vZjOFReHFItcufD92bPN5/ZLacidG+cysXVxtMzPUMiYkejpp/F7JIyBUnDr6YGZMmGDuftu95ilYp8zp5s6XR7PpPBxQXVaR8AmTsRGE8rz2a8fFFRT3R2jdm3kwQcpmBJHjoC6OZLcedlSwmTUSeapUIbXvn3YzO++O7K+ThcKa9eiiaeO4cOVos1zh40dWdP14ovw2DN27oQc0Fk5/SDnpd+94vstKdxlypzjQGZt26aMQPbYP/+8t75I1n2YlDApx/wiXn7XIFG/PphRhw5VBC98Lc88403ZC1II5ZrX2fF+/VUp9StXgmlxyBB3VM6vHlVCyoHERFVzyIomG1J//+11DAU1XebjFi+uIsTvvw+nHzMHMuSzkpEonfyBKDzDyxSR9hufH1iBljI5nPupH1uuEwZHoeTcZ0Nk6NDwznE+8HMesSEUjj5DFB4hiNwLjx9335sgp5vf8/ntNzhPypdXtPNcy2gCX+v774MJM6X7Hs/9ZcugI73+OhwQOmNoVJT3HPI5SwdPnz7uZ8H7yiefuL8fRDiTzmENrysBchEcOYLFljEjcr+J1IIqVAgChT0T4RhS33+vfk8rw0tunElJ8Cz27IlNe9MmeDD9KIAl/KhvI/EqPfigKvrWvWW7dqHWoGNH/H3ddW5PK5HZOy6FfNGiOIYJMsImr6VrVzBhBV2HiU2N0agRjMhI+prI+6fnwc+eDWPi8GG3MfjYY1CQZFNGhl89Cb+v1ykkJ2MDa9Ys8mbSFwLhGqlB6XsxMZjHTz4Z3rHeegtzPVSTZQl5X0200nnzIlVpzJjQzJ6pwWqYkAADxMTop+OGG0CVrs9TORdl2iaRt7ZRNnnleRhucX441NmsVEulXM6B55+HMWBC1qzBrS5M97xSJRWxPh/Diwi05x07qrS1oGhpkCIo10ZSErz4vEZNSq+s1/I7nw55nOzZg6MeuuFlqj3R69pOnFC9jrp2dX+WDVMTs2K3boqVUGYgSMPLr1aT941u3cz/l+PzQ8GCMKJlnyaugQqFUMc2pddny4bztWkT+jgpzagIBX6e4V6nnDt+8lmu7xMngmWfTKPV59ajj0JmZciAGrkNG/xroyX4M/PmEQ0Y4M4O0eGXJTFrllp3f//tThHV96/ERPc15srlnrM5c8Lh1rEj1oOcCyNG4FUnrbnQtPiXEazhdSVALnYTc5zcQCP1nIQjpFIbpUopZSApyT2OZctgVITDqCSvPaURLyIlUPT7MWYMokfcz6NzZ3iLgxS7e+919x/54Qei9u29n3Mcd261HPPUqUgfMNWNhUJCAjxx69eHnyNP5BbKklVOIioKnnI2vs6ehXF67BieWY8eUF4GDXKzVcpr++UXeDT1NNuEBNznn35yM4ZdLISb8uh3bxiLF4f/3FKShmiq09Hx4INgNfTr8WT6/oWqc+vbF2ugXr3wv6MrIbz227RRKVasFOtODFY4jhxR6ylcw0vKwnLlzNT/fF9kFK1QIRXNePZZdxPwxEQ4aBo1UqnKEn/+iZTwli3NBAoHDyo2RT/Dq2ZN8zVInD4N41fOsZQaXnrES+5JJhk8a5ZbHnNESjaB1sHX8cQTcEQwcyVHg+UYdAXQNM91w+vQIdUviqPC776L9GGeL3rUjcjdhP7661WdL8vLW2/1vy4+nlTM/epp/LByJeoYu3dXMtO0b3OaW5s2SNnXj21SmoMU6SxZ1BzXo7ZclxpOm4Ag6G1gGByZMWV8mCDX7YUwvCpVwv45a5Z3rXz1FZzXs2dDxr33HvaEli2JbrvN/dn160GX/+CD3uP41fePGAEHEjdVl5AOg+bN3cRCes33nj3u6ypcGBkZDRrg71KlsNeaIpsc2UpIcN8nG/GyuKzBNUKm3HQiLFI2vkxhcF4Me/Yo9qZwwYtxzBh/goaLAfaWJSW5N+knnoDS3qiRmfVLQk/PY7AHMtyGfzwWXWjLzvNE4bH7dO6MuqGoKDybb79VHiQJPdoor4UViaDr9/M2HjsG5bRBg8iiGDINQRewfB84xzsuDsqRHPOiRVBkrr4az5Cjs0TucdStCy8u9y4qWBDHkRtjWgj42NjgFFdm2QuaU/Pnexv+Bhm/JiVh+nRsiH7PPpThdeoUokDhFLP7pYOeD3hep6SPHoPnolxnrCT6KaqzZ6uU3kgjXuXLo8VD6dIwivi8H3+slL+BA9X3XnoJBsHRo4jM162r/nfmDJw1ZcrAwaCnL+fKhTW6fbuZoU+OS84PGY3JnVutEb/nNngwDIJixZSC/MILMBJXrPCmcYUb8UpOdtc5yjo1v2NwBCGombhuFLLS/9RTeL39dvVZXfY9+6z/8Uxj2rkTNWRduyJFi+eNyfCSWLBARRwaN8Zal/Mi1DU1awalWtZMhTK8hgwBRfyuXeqemJySbdsiBbZZM3MdMBuHkiTEZHitWAEjompVKPdjx/qzJZ9vfW6JEthL9OwWyb4XDr78Egx8Var4G5Nyf9NTDfU1lCULdDO9ZosI9eO9eysjaNgwGLs//ug9zpEjiHAtXgwdQLan8Fu37dtjbEFzWsf998PZo0PvE5oxo0rhdRz8f+VKPHPp2GHZwmuAScYuJebbiwxreKUH8Ibbrp35///+q4SrNLx4IYVKNwoCHzdHjrQlNpBUu6ZN7rffVMH/Dz+Yi3P5fhQr5vY6sxFWu3bocfTtq+6hPg4m7uDUQt50dYYrRp482NDlpm8q9L/tNghBP0Harx9eTekIvPn6XZs8pvTWhoJU9PVoFBtJ8+fjdcsWKC+zZqH25csvvUaq/F3fZB58UEWF7rsP81AqE3LzXLUKxBZBBB3ng82bQdLiOPBom+o5iEKTmhC5IxjXXIPXIEPNNO/vvhvKk18hcyjDa+tWGALVq4dO90uNiBdHBE3RHj/oip3JwcHyQpdZR46gJkzeS1NvLRNy50ZaVbVq+PvDD6GEsAddOgCkEpgtG8a2cyfmjoy4sFEyciSULVPaLF9XgwZ4Bh9/7P4/R9eqVYPcmzBBEe4QQdZJljRTyjivuf/+U8QV+fNjb/ntN69BGDSv+fquvx4GNV/j1VdHpowFnUOyV0pnHBttHE246Sav4WWqz2M56edclGlaJvhFTk6cwHOrUQP3cv58f/IJjlrw/sF09dIpFQTJeBoV5Y5E6OjVC86vFi0UO7DJuJDrx+Tg+vNPtAZYsQKOw1at/FuXnC8KFYJBqfe24ibAb7wR/rEWLEAdqF+JQpcuynl26lSw4RUfD0O2TRuvA+z77xWbpg493U/Wc157rZsgxeQ4lTJY1kszeMy6sR8dbU53dRycs3x59dwlyUd8PIzVqlXdeibvgQsX4vMcKIikZjyd4cq98vSEUMxk0piSqSImco1I67QuZk8GxzFvYNu2wQtE5E01lGAFqm1b5NmzISSPTxRcRxEKUjlduRJskvrxGVzPZSpUJkLfke++U8Laj05eN0iyZjWnsJkU56C5k5DgrgUIoojWITcCNrBMmDcPSkfnzvCk//wzfufNc8ECGFXx8WYmp88/d7PC6dFEIve1PfssDFFTH5gLgVKlYCSxYu2nHL7wAmqyePM2Qc7juDhshkFefhMFP69xv4Jv2V/INFZ5r0MRZqRGxMuk4PmBI/76PeW58PXXykBnNkMTHn7YrbSEG/GqUgVRqW++gbLasCGMmowZsSalsSXJNSpUwNy//npEl//+G86htWuVIcJKrW7QPv+8Ikfg6/S79+XKQWG89178PXkySHvy5CF66CHUE/7+O8b73Xfu7/od049dLcgo0lPmWL5lyaL+V7++u7G1BKf4BZFC8HGGDoXizfeGDSjp+JCOGfbc62CDrVy58PteyZoWvz2pbVuMr1s3NON99FH/eh2/NSwdDe++a/7MNdfg2v75B3/Xq6euwxTx2rwZxiQTnejQnyGRqqGSUXl5L+fNgyGnz43ixfE89HYrJnCkUjZ2Zhw7hoijZM3k9yNBUlLoyGGWLJh/iYluJy2Rd/5s24b1PHq0V78K6o+oZ0tIw4sI9+y992Akm6Jp8rmy484Eea3Fi2M/rlABa1CujehopC6vXw8nwZ9/qn108WJ3VoLp/vF7OXPiPJzCegXCGl7pATfcgEXCTSF1SC+LFN68kGWKohQMQUohgxf3I4+Ez/5lwq+/qn43frjrLqSk6bUs+jWFMrwYzOjHiI2FYqt7zAsWhKANRwGT537sMbenSRdGpnGyN2j2bCjmDz2k/udneN13n/o/kb+SajpfkOEVH+8m+4ik1q1oUaLXXnOPiyHPdfAgFKl169zH53u9cSPqHh59VM1X6VnVUyjGjFGsnaZxs8c63LSTSLFxIwwUZjWU6SASb70F0pGgKJJ8Xk8/DQ90ENGGrpTLe+A3d/PlU/cklOEVDp286XvnA6YWD6eB88iRMBz0Nhjy2lle8bqUtYOMsmVTZngRwVgoVQrPac4cGGLcCHjIEPW8ZVTr449VCtyBA1CI27SBwhYTg1REbrWgr2EZ7di+HevIRNDDWLQIXva//wa7asuWUKK+/hq9s9q2xeek3CEyR0ZnzlTOK37vgw9A+T5kiP8YSpVC9LxLF/zNEa8NG1StSlSUeQ7VrOm/piQaNlS/yzYVHH1nZ+TevVAyr7vOK0cZDz4YGWENI5x+UCzLfvvN7Tw04bPP8Mq9njjdj+tsiKDQ6unIP/0Eg0t3HHLmgcnZ+t13yLb49FP8nT07HAMM3ktbtlTfZ1IpP8OLCNFWvdUE1+AGOUMYFSsicmuKgC9div/xHGZE6kzOlQv3KhQTctas6hn/9BMyjsqW9Ub0ZP/PSPZQpv5nyAbKI0ZgD2naFPV6JodcliyKSTCoDlOOaft2GHIHDkB2yXvQt6+7D57Un/RMDL/rPHkSz7tTp8haAqQzXLm0IukJsbHwJuXPjwmtQ+bQSyOFF3LWrDC+2IPD0CNCJvDnt22DQA23DopIpbUkJ6vUj0qVVIdzHTNm4PXXX90FsHKRV6jgL2h1w0umtSQn4/49+CCU98GDsal06wYl7fRpr6FmQiQEIybhxJtju3ZeQ9bP8Jo8GY1YTV5IibVrsZEyqxaRmhurVrnTj4i8aRGRKtN+qYFyE2Al4/ff3XTJ+n1kprfBg93RPP0e7t0L5U16+0KlyFxIsEJ/883BnwsVpSZyK2BMKLBtm3/6i37PQtWYMILSHiMxvGTRvKlGICXgaGY4yhMrxzrttnQs6f28ChbE96Ry1LixuvfZs6veQeHg5EkotOwEO3MGDW8XLXI3HZX3NSkJaThEeE46GYAsnPerGyVCylJQK4GdO2Fc7NpF9NFHUIC2blWGSVBE38QkKtkj+T3uTRiEEiVgACUnw4iQ+1NsLCitS5ZEmuz8+TACWrRQ0Rdu/BpUU3zLLXDY/Pqrm1yH97Sff8Zr4cJIpZXEDvo6ePll93wOV3ZIA+OXX/BsZINuIhVRkFkBfoaXLk/9apeC5IAJO3eivkyml/XsiVeOLubN6zYkP/lEGbc8ntKl0b9SMoea9owtW8xU6eEYJR984P8/vt9r1uAe8L2N1PDiMV9zDSJopubTP/yAbIy77sLeGx3tjRIHHTslkBGvIUOg85Ut6+4DqqNgQehUJgcT3+9nnnG/f/gwdI85c9xzXaZEygbvtWqhL92AAe5jb9/unssvvgj5yHOre/fAy03PsBGv9AQ/wcUb2003uQW/9BqxUI2JwUZ84EB4fUNkKkJKBFymTFDYePMI55w6+Lrz54cgKlnSnPOsG14yGvXAAxBOw4YhF/2//+CR/eorbLzyPEHgTY97X5nGGXQNOXLA42ZKK/EzvCZNwqbD/zt+3D+S8vzz5vdNx9UV7UjZHWXdiITc4KWSIMesKx/8t670mMaUK5e7bk5eGyuZkTb4/fNPzJegvlvyPHqt5MiRynFApK7V7znt2mWmjQ5SjqXnmyg8wyspCYruO++Yvabymp59FtEYv3nAxCaO4224mVJEYiBXqoQx6A6jxx5ThjBfD6epRUV5698yZFDzrX59RGgYycmIKpnWy6xZan3J9fvff17CHelU0dcZK9RvvAHDSN7vw4eRbsURJblOQpEHjRmjDMykJKQ7PvGEqhVi488Ek+GVkgjnwIFY/0uXQqk9e9a9b1SoACfcjBmQveyEk8dnh9mttwafi1OZZM0U3y92EEqSDf1aOH3rxhuV3Pj99/BrqqSsKFzYPY8Y332HfUuu9VCGF/+fn7eMno4f780IGTMmdPSmUiX1u2ke6CQTUo/g+7V2LZ6rrEM0zYtIm3dLbNmCvdUkG6WMk+fl5xCUpi0ha9/9mGLnzcNcbto0dM9Gv/6akUIaXnzM1q3xu4zqynO1bo2Sh/feM//fD/Pnw7A2kXIQufUNExu248Agkzpmmzbnd/3pCNbwSg/gjVt6+aVwY8MrRw4oRPPnw1vTvDne37VLKSvJyfBu5csXXk1T5cpKyQoyvE6dQo8HplInMhMndOwY2oDT68n06EGWLPDibd/uDvsfO+YWyPL8LJxZET571ttPJ5x+UCz89boBIqL//c/9WVNvkxw5ME4T+YNf/QER5oCMhIRSwhi84ZoKns/H8Fq1CjULRN4xs6c0JsY9T+X5dEOB/w5XEZ8yBfO7SRP3hsse3KBUKBMeeABphPKZ6fBTKA4cQCT1wQe9//OjUH7kEfW79Ei+/77/+Z9+2l1AHw7ZxebNmJfvv28mNpDP7q+/QKwg18WhQ6nbRkKP7r31FlKJFi3yfpaNXVP7AD1awPfmxx+VUcQpilu3euspGO+8A+PARDQj5680qF9/Xck0Pq50AnEzX/04S5dChsnn2LMnoiePPuo+nnRe6eCInx+dvIySce3Z66+7j2GSO6b0w4EDseZkf0eJp592G8ZJSYjC8R7iOHh+P/6IPSp3bkSbJk5ENsfvv4cXLd6zRxm3kqnXVNdMhPv6+utwWvG1Srpt/fmFg1OnkI7J+3KmTJABDz2kIoNJSV6l2e8cnIrP0UL+nEzZGjXK+72RI6EABzX2lTARLW3e7F5Xph6Lf/yBtFlpiJjmjZ+8+PdfRCqDIusHD2KOcW1RYiLS7rZvNzfmJlIZEjqNvR/CaZEjx/j334iK33+/uZ75QhleUVG4hixZvHOfe69KHD4M+RUdbZ5Tsnm8DjbUOdVbh3QCR0ebDa+gOi8i5dC+AmENr/SAF1/EKxs1L70Ew4mb4sri5SxZkFoh0/mkQE1MhKFWoQJC2OEI6yB2JMb776PonLuy65/n31ev9q/14tor3ZvOi3n/frWJFSqEGrXOndXneFMtUgT3QRo3Mn+dyJyyY/Iq6WBBLQ1MHh8rdrwByOtkITZ/vllgNW6MlFA/uuH4eBikJppsvWmsRFCamW68RbJpyI3JL9VQKg/6d555xs3qx597/HF/1i+JJk3g/Z0yxWxQRMq658cKKGGKChApJTucXnIMSWQhjfhwxmEaTygvs58Sa/oez4vNmyFnJP35ypVIUWEmtPPFAw/glft4de+ONB8/JjAiN6ENEWSYXwPdM2eUV5vn29ixUFTr14dRJHvTcHqMKU1GPnO/thx8ftmLTzeY5Do4fdr9HPX7ysfbvNndh0eCr93P8JLjrlQJhpBkTCNyk+zw503z/emn0RxdN9z8oKf+HjumlL7ly2E8ffop0hOHDYNizvfgp5/8j/vRR4oB9qqrFLMaXzcb6b/+CmdCr16oYTl2DNeu10xz/VEkMnDCBNRJvfEGjt+zJyIPH3+syCFMPcP81qpUgqOjVcp4uOxwjqNS9fTz6ulmJsj9b/x49Ts/Q9YVZBaM6X4Fyd65c4MNL6495D1g+HCsJT1yaXKwhhuVleMLp4/X2bMY95gxmDc6i69E0PzR15xettG4sWrv4cd46Hcuk3y/5x7vORmhnGnSCbxgAdabxKOPekslFi50jykUWVM6hjW8LlX40aKHg48+QiiYhTtHvKZNM3uK5WKoUQOF3uvWeWu+TPjyy+AiXYasoWDIz8vz+KW8lC0LA0lXVOT4J02CwdmvH4TyBx9gI1+9GtGK2Fhc3+nTbq+13nxx/fpgIgM/cF8Lmdoh2QYbN1ZeZZPX0CSYy5fHsytWDKkNJvp53qxMhlQQkQQzaK1YgfsuFfvziXgFMdxFRUFJbNHCf5MrVAgpPmw0mj4nx8MRAL9z6ojU8ArHaJLHlDn1kTB/rlgBw0LWE776anhjPHQICr+pgasf8Q5/RjYMljDVBvB77F1nUoB//kE9RMOGUL6aNFFpbCasX4+UISYNMEH255MIN/KZnIw5xDJFnxempsPFiiEKWLYsZIle5E5kJlsIR7HjuSsjp7oSJdfdmTPu+ilWnNmJI73OfudnJTscw6tDB8gXPbJ7771Q+AYMUKyI/L3nngtWfIOgpxBPmqQ88YcPg/3z22+VXEpIUMx8QQq6vKYTJyBL5Pm4P97Spe57cfYsmAHnzvXWku7ejcgbEeYGK8bvvRfsEBk8GE3g+/XD56Q85no1CT/ZpJNmcFq+dI4GyejkZJU+qe8Jkt3UD/LYMnWNnzXfA+mwu/9+zBuZeh9KpwjSI/TUbB6TXlMq518QwYQJkUa8zp5135ugNHa/57NwIeakdFjozmAJP+Zlv3O1bm0+DsvXGTMiq2XVz6nvHRMmeD+vlzlcwWmH1vC6FPHYY1gQJspUIihlX3zhrwzyJnPnnXjt1El5LBcvhgIYFQVWNSK1AK65BtEr2eU8lIIqNw6TwExIwA8bG5JxzG9z5nEfOYIFzEJu3jykqehCViouSUnwpLzyCupRVq+GUXXDDYoFimlP5QahC4F16/ybJwbhnXe8qRp87LVrIQDffRfXfuYMDNdRo9Q1mJQJKWSLFYNCqyM+HhE/fgbyepYvx7gaNoQ33yTwXn8d4zYJTCKkzMyda/6fCfLZ6srFqFEwJDNlcjMUvv8+FFqZumCKVJj6z+mG17p1iHa+8op/nn4k4DTBIPIAec1cz3HHHer8JuVM30DfeMPLysU0zaHw0EOI8rKxKu/P9deb74P8jKkOpEgRpA599ZX/mBnyGT3/PJ7x3Xf7j3f+fGz2JuWT4Wd4BUGO7/hx9d0bb1TMawxTtGDHDhjAX3yBv1n5kvItOhoOEdnMPBxFgsciqZdlXWvHjm65dPq0u4aV14uedhwT4y9POeIr76Gf4TV6NJwiei8wIsiHZ55RfSP5e5LdzXRMiZo13X8nJcFI56wL0zXImpZwIY9Ts2bwPJKflc+4Rg31u+Ngf2Ql/tQp5WTr3l09s5gYFaVlvPCCmkO//KJS/Im88r5kSUT1TGCDl40enkNHjypHTSjD66qrwPwnqe6J3AaGqT466Nj8vim9Pk8ezJsnnlD/C7WWgwwvfU9mmabXhstnyo4hUxqmDv0a/cYin1tCQnj1jkWKeLMv7rsPkae8eSFz5L0Pcl7ocmvaNBAvmdJ/iczp1/PnK8frjh2RsVLnz+8+fq5c0C86dvRm2DBxWp48KasLTYewhtelCN5cJduTxDXXQJD5Mfzo6UOZM6taiX/+UcJEV9JNRZKhFof8vElIXXUVDD1ODZB51n6CnBmPHnkEUZHBg/H39dcjBYhTKBkVK6rNTKeTX7IEXjIp7Fl4y89Nneo+5n//oWnsqFGRN3zUNwcWpgMGQDDNnYuUlsKFkTrXsqX/Zle7trs3y6BB5kgcG14MXaHu1g2CtVWrYCVGXmvlyjAUixTBXGRFIxzwvClTxkvPL8fWvr1SNBIS8GyTkpAK9M47KKD/8EN3Ybqcr9Om4dnpqQ6jR8Oo7dfPndLwwgt4ZUrmcJEnD9Kdggq05RzLlQuKefHiwRuavknJ+gj2TgdFjSR0wypzZtXsNjkZ3n0dfhu1xJ13unsX8fxhNi12NIQTYZPglBw5b6dPR7oORzWYKYuVp0jBntiYGCg2jRrhb05Blil0OnjespxITlbzcMcOZATIlMFIFImdO1VqYJMmav2//bZqw0AEhb50aRgBcXHuiHZUFI7Tvj2UHn7WOhYs8I5P/i5JWTZuxDPQazsSElQzYkZQmqrfXNLvUXKyu2bQdA+/+85dE8dOED+ZKc//2muQYRy1jMTw0mtz5H7877+KcbNUKaWIJyV512HRomoOvfSSmw1Sd562bu1ll9WvKToaWSbcEHj4cOgEPXqENryWLUPWxdix7nTYfv3U79K5dP/9KsLtl7pmMrz0+3z99Wqt6VGkkyfdvbciMbw42pctm5m9lMjLEhoEx3E7i8JNNQwyKKpWhfNzxgyvwTRmDOTgmjX43Ny5iKq2aKEMbcacOZAZb77pXXNffAGj3Y/YxOSk5xYWRHDuSVbCUBHQMmWQfcMENzfcAHIhmZbN4LmgG6g24mVxSYH7lISic+fFxP22WPCYNkROcwpqoPzPP97Um1DeKf7ur7+6e6cw+HxcSOlXACuh1ymxwNy8GUaEn1eUjymFZefO8CZ16gShdvKk6h8TVL9WvTqUkClTlOAOakJoGj8RDE89ahMT4xaEQZG1559HDV+2bJgXgwYh9UZHfLx/jRF7A02pZEFjJ8KGvGuXojPXMWeOuaBYpkDp4LGxNz9nThTRy7kxZQoUi3LlcP0zZ6pohawLadwYHjW9rsd0Pnl9kabxvvkmlB2dIEVCRu/uugtGYffu7nPxWNho4SgsQ9ZemIg0guaKfk0ZM7oNC5OiGmojPH4cMkEqx+w91RUaOf+YRdBUqM8wKUIvvID5xDU1XIMQip7fD9IjLudXOFTTbBDyZzJlggwK5fmXkMypixer5/7yy5gfgwdjje3YgVS2ggUxZ9gxcPo01sF99+G+cDbA6tVwKLAja+1aM+21HBc/H1nzRIRzctrcDz/gVWfu69EDc/Omm1R05X//g8NryRIvQYgfhg/3MtLJ+xZOvyxmKwxiztSNlOPH8T2uq5WpkbqC2rw5PPqmdWvCX3+5I+7Tprn/nzmzv7zhKEz58kg3C0pvl3LPtHfNnh3a8Pr4Y6LevTG3/RrYvvceIpsVKkDum9LXWZb8/LOi9ZeyidfMokXIOmjRAvvn8OHeuqKsWd0Ov6C0bt2443s9dCiMO95LTMRCMTF4v39/fN6k20RHq55cZcq4I9MSQamGun6SIweMKpOT55dfUPvHPeQWLIDBNX681wDfuRNOkaVL4WjUGXaLFnVH1OSYTPfUb648/jiiokGIisJ1cfYRH2vjRi97NM+FxESsK45+2oiXxSUFrkfwS/viCAGnC3DqB3txOX+dGdzGjVPHkkq7ieGJv6t/xg/83bx53YqnH37/Xf3ut/B694YXlpVpzm1nYbdunfc70rgxKVPffguPjNwA5e9S0JQvDyXp33/BnsTH43TJIHTujPPo4yJSjU0fe8wtCMePN4+5QQMoYKdO4Scpycwy1KwZlAWTIE1OVvUaO3bAe+4XSSUysxMR4d7rTG7Hj8PYrl/fv+fXX3/BuyrBpCYTJuA+TJwIT92RI9igx4xR887EfKnPmyNHVMpEqGtKqeG1YAFSAE31PoysWXG9q1djrCVKYK2aaI79SE2k4cWpwERq0w5i5jJdk6yt0I08/fym+bNsGRR6qSz50Vmb7nOQEmWqeWPnAKdLsyLhZ1SYIL210iMuwYpjOC0wguaKjARyGhejdGkYrEGNZXlO58+PNcZGLd9TXqsTJqDJMeOee6D05Mun5G6LFngGct4QKbl5++2Yv2PGuOnDmzYNTdDA4121ShkvxYpBps2a5U1l8lPqXnpJyZE6daCM82cffzyyqHooI4PBz7hgQTUPOJpQvrz3s0eOeImUQtVnzp7tPZ/8n98+evAg5sytt0ImLF5sdiIdPqz28JdfNrPWmlqYSDiO2ykr92tZ47xzJwzJX3+FY8vU8kKXY0Tu4509C2dZrVpwLEyciMhO+/ah6yOD1qR01hw/7m4WHhODveW//9wpxUykUrMm5unQocimMdVKM777DmuXHR06xoxRkddQhhcR5vYjj3jrv8aM8WcX9CPQiInBvJWkRkR4bnIdhjK8GHpacXS0kr8myMiiJMoi8qawEqmI++nTWEecwmsNL4tLEn4Tk99n5cEv5YOFkl9tjsnw0oVeuIZXShrSyvNKhXPMGNRzsYGlFxXrm84//yghqqcaSnCzZtP55cbD16IrE+GwR+nfkXTbpvQHIm8TUUbhwthsmZjEbz5wzR7/P39+/L5gASKEsnZnyxalVPgZaoxZs9zCXdb5ELk9W/ozkYpuEPvYDz8g/ev99xFZmTABXlamWV+zBsrIyZNuY2XKFCgF116rqIUlZPRVXhMrL5EK/e3bMdY5c4I/V7Ys0i6kB1euKT7vk08irYzTCRnSsJIR76uugiLv56Um8s77s2fdKXqmtSzXVqj5oB+HoznTprnphYmUcR3EQCmVKMeBwsRznQvLTQqeH7h+SKa2csRrzx54hMeORS0EU3CbeivpkOt33z53qrOsT2vQwJ3OuXkzDDP+vqmxLMuU/fshg0qVgtzr1AlOFjbs9EgnpxQ5jmqNwPOMj61HFOvXR+odpweNHIkIRK5ccN6YKPIZfga6rniZPtOtG57NuHFuOeHX548ILJa6AcngOW2qW9HP36ePqjGREV8pS3Sl3zTnM2dWc0XWKYeDRYv8jcTbb8ec+fRT/LRp442YHT4Mp4nMVjEZXjEx/o6hYsXwf15fVau6667k/tOjBxTvjh2R5s7OENMckHuijNYlJHiNFsdRqd4SlSq5oztBOgevgwkTENmS9+HoUTi+/ObF6dNI/eYoTTgsxX7Inx/pfUePetPc9fmzbRv2zqFDvZFK6UzRoV+H3uKicGF8XzYS5xRtIqx/loXhRrxiYuBkq1jR2+ybUzD/+gsO9D/+UE6Y2bOxR4VKH3Qc7HH58nn1uisI1vC6HMFpHezJqVwZm6pkYSJS3mI/DxIrBDfeqL4rlbciRUIrPLzQnnwyvHQT6WmVAiqo7xT3g9LPyZC08Ck1vOR1stLMnhoiCAu9Ka4JpnObCDP8IkRs6IwbB+9gixbqMxzB1ME1GlLhevllKC8mJYGFcChFe88edx2AHy28CTffrDYk/Tzye1u2QGj/9Zf7+ExEMWEClLbmzdVGmSkTNqUZM5BuZdrM/Xqn8EYk2ymEA/YmcwqcCYmJUMr37FFpIP/8g7XJ4Gt88UWkkOn3xi+i1bkzjhWkHOsKi57yYVJoihVTHuhwDS+e4zIKFh/v/j4rj5yuZzqONAxktIdIednZyGHjundveEw7dPAe75NP8Hxq1cL3e/dWdTBEUDpPnHA7WXTlwgS+3gMHULsmmR71Gj2d7n3WLDyH9u3xI/slEiGyULmym/GrQgUYR9dfDwXl6ae9zjNTBGbHDih5/NxN6/OvvxB5WLsWJBA33QRv/MCB5pRhhkluzpypMhj4vddfh8ItnSG//aacJzIbgKnB+burVytGzmzZ3MamvOdBjZ4Zt96qaoUZa9YgVZtIyZf//sOxCxeGA6xSJe9crVMHhkHjxpBDes2qH7j+r2FDf4WU58+vv6o0T32dymgaEeY/7x9SQV63Do4fXQ8YORJrSyeWkUq/NAi4Tmf6dBWNKVvWTIzVqJFaq/nzqzlnMryIsEZ1hmOZZZM1qz+bX1ISfsqVU5FReV9nzEAkyCQbJDgyZ5KHJ05ALmXJErqVTtaseH4ZM0LetWuHcenRdVljHInDT9ZgEbl7hP70E/bXm29214DL4+fNq/arIMNLj9a9+y6eybJl7vrbypXdDgv53PLnN7M56hGw//7DXOzWzZsqeQXBGl6XI3hz4kWVPz8iRNy0kpX3G27Aq58hwoInVy71HWmkbdsWOueeF+2iRW4K7FCfJ8JGsHp1cJoYkbmZsN8xa9QI3/BiTyiREgKcDlCsmLuX1+nTZip+HeyVlB48k4DTBaHuAX/6aWz0En69VqZMgZEovZCsRJnqutgQDKVonw+dPI9DPyaRWyHk+fbNN0rxIPJuimzUcyF5KMIJP9a2SCIoEroRY8LevZg3cXHuhpYy9U2fC/o4/AyvBx/E/QxKGdHnvf68/KJlQb3cTIoCz3EZpT5zxq1wyNTAvn0ho/QUKml4vfKKW9FhxZ2VFr7/b76JdagzxxFBIatRA9e5aBE893PnIpXO73qC6oSI3HNN/+7XX3ufh/4Mdu5EDceSJTA6WEmVxzp1ypuOmymTei4mNkyTzBw6FEYlF8nrzp1//4WBd++9iJL9/juUXCaJCIromwwvplaX773zDhR2yczHsojbjjBGjIAzgb+7ZAnG/NxziMA9+CAif0R4DmfPYhxsOAcRADRr5iaMYMyciVcmIilcGJ/dvRvPIHt273Pu1w8KLteThsuwyfc/MRHPy/TMOIV43Dj1nili4nfszJlVdgAbSTq5RzhyO5R8u/pqt7Ev+0nKfWLIEBVF9TMyggx8vz6VREjR//tvGCRc88m1iOXLq71k7tzgaBZHjF54Afdfz0g4exb394Yb3IQTEp98ghpHrn3NkgXpibt2uQl3dDgO6jpLlXKT6IQDGfEaOhRpu4sXB7duyZYNmRImwhaeF9wHlt/bsQNya8kS933s3dtdL8rnuvtuOG90VKnidp506ADD63//czcnvwJhDa9LEayQMGmGH/SNUlfmeGGwMqBPdln4zQskWzYI+m3bglmjGHLDCGdDkl6S2Fh4xapUCd5ETbVj8fGIlshi9+LF4Z30iwokJLj7xpiIElavhtDZuTOyhrcM3sBkbyKT4aUraPysYmPxE0mj3OnTcR/4GP/+G7zx8HWZjA821olCG17Zs2PDK1/e6+Uj8je8ZKRE3mN2KBB574/e70eyYJkgIwS6kksU2phPCeT8Z2WIyL1OeSy82evPOVSdRtCa1Knb9edl6smVnIx10KeP2QgxKU+s9Em2xvh4Va/jOKpR+hNPIApy+LB3vcn7NWCA21AwGcjdugWTqOTPDzmyY4d7/kyeDOXadD3ZsnlT8mTKVOPGKqKsy7dHH3UbdT/9BFIePi5jxw5vbWGoXkGnT8Ng8yNMiEQ+EOEYH38MMgQiXIvecFkyauowGV6h6lqI3Otbr1meP9+r8Ferhjnz++9gJWUSDMfBPhAVpSI3kpbdBJMhyc+QWTdlRgGDr4uNopo1YcwMGAClX7ISBoHT3xMT4RQwRXJ+/hn7FrcukGNkSLnI/5eGl7z3kyZ5IzVTp4bO1vBjUmTocqd+fS8J1rx52JNz5UI0yE8f8Hs/Li44WsVGVpcuiGh+8oka14EDKoJK5JYlMj18xQp3C4h168ytSoiwp+rOAsa334JVumFDf+OMoadoHj6M48peaOFAGl4sFx9/3B0Z09dh6dJwXplYYYMM8pkz4cTyc/ayE4TIzIbdtSvutUyXf/lltSZTUpqSjmANr0sRHKKXzfQkWFHQ08j0vGv+mzd2mYLwwAMqRWv7drVJOA42guLFw1scdeuqmoFQNSQmsOckiDRAN7xiYmDAlS7tTuPg8XJ4XPciy4hXkHfXr+dLECkFgxUJmXfN45NFtDlyuJuUOg7GlzEjnlek5A/JycENFyXYoIqOdqc2Oo7bKNI95rpwzZkTG9e6dd5nNGcO0bPPqrFJSGXVLw1Wv/e64RUqZaNUKcyNJk3cBgVHznhsFxJ+nkd2NhQt6lVgdBbRtm3hMZZrr3t39btf3QsRIkuygD4cT/fq1YgwfPaZmQI+KNWQ2zwQeecKf0bOC504oWlTZagUKuROa+HnLY3FPn2gKD/6qFkh4nm9datXdvk5Afr1U0yDDJkKJZ+XSb7J906cgJHVqJE7JXXoUFWvyp8PZXgRQV7MnRvec2RWQhNq1XLXgPI4TFEOltc6LbRpHphqfn76CbVBHFGSDiCTcy05GemgXD/lOJgHI0bAiMiWDVkXc+dC4d65M7y64gMHzJEiva6Zj/H993DYyZRnmaaalBR5xJ/BTpjoaDgAmjRRaZAJCf61PAyZ7k2EaDrfywUL3BEuU83QqFGYH3obFsb993upy3VMn+5dc/qaWrAAZQHcmkWmlUr4GV67d0MmmJqa65g1C89KGl4Scr6ygzk62pz2byI/YkiZZDr+nj0YS9++iM5y9FhCXycpJZWQtf1+c18ee/t26FV66ilD7is6uIZUT3OV55G6lL42ZP0gQxpop09j37lCYQ2vSxGhNhb2AnIa4COP4JXrKtjbzzVKrNxKJUhSo0svMguhO+5A7ripqaqOoOaUc+aYaeaJsPEzAYhJOW/Xzv0eExHkyaPSHiSj0LZtEMB8rOuvd3vQ+Npy5YJAksoiK3jLlyuFRL+ecLzM/F2Zlsjjkek3V1+NDVEaEklJ/l7nUHTayclQUvSaExOkFzrIkNE3qUg2DJniqH9PGr1+UcU334TXmw1yfhYPPYT6FF3Q64Z08+bYEKdMMafLRtKQN1z4Nahlw6tatdC9ZHLnRqqKpPuWKT5BZBU69PtuqqMMJWuCyDXk8XiubN6MFBVW8qQiojfPbdpUUebv3et2RPA5dI/runVIZ/LzxPI5/QyvpCR3fV98vDf6KclgFi9GXRDXl+gwUY7PmqWYZv0+36aNYkkNcrIkJfmvO3bMxcZCadUjWAyT0ek3/48exXH06Kh0yMh0I/29Zs2QNsy9oCTrnN9cio1VaasnTqgU77//xu/jxqGu6rPPYNSyITJjhvkaiHBvmJgkTx4VFeDrZsVy/nzUyrRrB0Nr7VoY4tWquZ1nI0aoaGGkiI+HEd2rF44zZYpaF/L+MPRnY6o1uv12b91fvnzBxmFSkpfB7rrrkOJtapitQ6bejx+vZDc/Vz731KnBGQVB852jc+EYuY7j39BezjXZaiZInunfI/I3vPSygalTEZG76SakHPp91m8MRF6afbmX9+qFCNmOHTi+n+NYX+Nnzvg7jNu1829wH87+yOeaONGbZWRybC5d6tYpQpWYpGNYw+tSRJcuUC5kUb6ErMng/g8m6KmG3L+KyE0tLQVDq1YQZj//jM1BzxfXMWyYyps3LdbKlaGIsHEoIT2uemrclCnKU8OCo2hRpERkygRvF5FXSA8Y4PbEfPMNhNXChVDm4+IguE6cAPkEw9SjK1Talw7HUQqLTKvi8cXG4pwNGqhnKJUiv82mRg0os8xeZkIktUtyw2RP/ObNiH5I4zJUqmFSErxWzz7rnSdBeefJyVDu7rnHfwMpXRrKK99PObfOnPEe85VXgseqI6WGV7h1MHJ98f0Op4HnypVIjZMGVlCNksTRo0hj8SNPMZES8GeYeEKHzrpIpGoP5fzgXk7XXIP5+s033nOaxm5KUZWf9UutnDYtuOeRXAeZMxP9+KM6riTNYeZPPyxeDKVdbx7MCPKWm8DH6NRJpRqFMrz85nKfPniViqUJJudK0PyfMkVlMTAefRRGyrvvqrRNHtfzz3vT/vhcUnE1XaeegTByJKK+jM6dYXjxdzduVDLLZLQw5D3LnVv1k+Pr5lTln392OxASEhDtW7rUHSnQHUSVKyt2vB49VPTX1HIkNhb1Mb17qzW2Zg3upYkYSH82PXq4nXYMfW3IaLcJyclemvBwmHrl8RlS3uqG1+7dXqZZudeGkr1Nm4LkRM+G0IlwkpOVAR3ELMi1fn7pj3Je6v8PFfEi8jYG1tM6w4l4LVyIOSHTFiUJUM+eiK716oVnFo6jjM978iSc0LrDNSoKew0R5u+rr5rHbIJ+HXrLgUmTvN/p1MkdmUxpBDkdwBpelyIyZ4aRJL3eEhz+XbXKXWPF4LQNLkAfPFj1nGA89xxSQojUArjxRihCUoiFEpKyMDPos7zxSeEZSlFhdkFW6mfPRrrDzTf7FwNLD3HPnrhHRYvC2166NN7n3HQ/AgZGqN4tOqKi4DHVC0352AsWwFP//fdQwhMSUEz89dfwbvkJIt4cH34Y12baDJKTYWCaPI3JydhcfvwRhjL34Th7VhlaXbvi+Y8fr74nN/Zhw9wKKxGEaP/+2Cx0rxo/g6xZvZviBx9Acc6f352K+sorytDS02Z1r6Q+d7iHHWPpUigsQ4aYDYpIUznZ+2jKlWfIMXJ648MPKwNl927vGtE30I8+gkEqyTmkwyRozVSrBoOPDTyToaxDfsbUI65cOSjckjad1480vDp0CF0TqY9n61ZzOpgca1BNm0x1lGClgsHjrFjR3WA0EtSu7aX5luMkCk+RkMqkqYlz8eLuzwc5ZBh+aZSMrFm9xEJBsvruu8205HXrQjmrWRPGCo8rf36vU4H/J8/DtU4SSUnYw3S2R4mYGPd69au7kZDHueWW4KwMPyeRjNDq0eIzZ1SU7v331fXHxLibKROhFonvx6RJiNr/8QfupZ5if8MNXiO2eHF3nRIzM+prI9T6S05Wdbns8IiKwj0xpeDpMKWWyt/le9Jp2axZ+HoCj3PtWndrBiLIRGkMO44at34f5XPk9MsVK8wGS0oiXvJz4fTxIkK659VXu/+fPz+iuCVLIiVVjs90HN4vdYO5QAE4u2TDejmm9euD+6MdOuTWqULJnMKF3Z/JlQtp4506edkzZSaDHIM1vCwuKcTGqqa5JrAi6UcwwIuXXwsUMHuuuWhXphvpiyEczwfDJFAzZYIBwx4Rv87qEqy0Mo18sWI4dsWK2JiOHnWnTdasqeiYZUrQDz+o8LY8F29YcjM39TqrWDG4z4Yf9J47WbPitWtXotatsQEsWYL78u67iAZmy2YWtNddp7yL0dHw3r38svdzjuNWYrkwnCl+Y2JQH/Pww2YqXoYcw5tvIv+/aFEIU9Mckuc3HadKFW/htvxsnz7K6xsVBZazM2cQAf34Y0QHe/d2n9txFHNUsWKo5dOpd3/7Dd979FF3zQDXrvilZfmhQAE0YPXLlydy37vs2aEw5cunjNL5872GsZ/CSqTmkTR4gwwvXfHKnVuRXBCFNrz81mPdum5FiuVKUA2gnjZDBMNl+XJ1Dc88gwi7CfyZUAXofm0odAWrWzd4lNu2BWkDRyt0JUFCKourVsGxoTctNaUa+iFjRvWZf/+FB7tKFXda4vjx7ihIUhLWT1Bj4f/9DwqXXyrczJnelMUg5XfqVHeje4n4eMztvHmDo+x8nXfdperdEhPN0W+5Pk338P333UqhJJ2aMSO4/uy993A/uW+bqXelKUqgQ59nf/2lUogrVlTH2LvXu2+XL6+O++STyLjgSIOuQHfs6I1K6QZWVBRknp7Oevx46IjXwoWQnRs3Iso9eDDkjKzvlIZjq1ZqrYS6Z37nzpMH88AvtXbPHnOvx3CMJP5bd+CYxmfSb/TxZMiA0gh2EMjSBb/j6xEv/fM33wzikcmTca/lNcycCbKWvXtBvf7OO8gQatECey+DHdaDBqEnmH5v9u+HcS6Za/VxBBnm3bopg54odMlC9eowqDj7oVYtOCWHDPGO7Z13VE2iHENKa93SAazhdSmCvX+hPHt6zQQXkZrqNoIYnvjzK1d6qV5DLQ7+7q+/emuyiLDQEhKUsRDKo0PkLgKuWBFjSk7GfVm7Fr9Lw8tx3B5NedzOneGZfOMNeFZ37QqvtqJiRbABSa+b7EEWBGl4lSmjPKPSi69HdPg6dLz2Ghprshf/1VfBqKRDjwINHAhjMqjvlOl8+ns9euB5MK1zuMcKIjHR52eGDLhnUVEwRDJlgvfuxReR0vPmm3AycMRSXuv990M58Csc18fG8ybI+2fCP/9gcwxi/5I1IY88Ag/ta6+ZGyhXq4ZXnXBAjrVHD+85IkmRzJbNnTJmmu+hDK9jx+CJlfeX6xeDUlFNBtWsWbhuruuS90VS0xOp2oMgttMHHlBRaX3sOnU+y4eEBMgErmsNmgd6pPaLLyCLevdW74WbatijB+4Xs+i1bQtq8jffhEK2aRPmWKVKOC9TTScn4+8g+uXs2UP3tpKpQcWKmVO/JZgggfHEE1ifTIZy6hTWZ+vWMNL0SLDJgZCYCKNDp9uWn9UjfibItKbGjRWRh4Q0Cpcuxf2pUEFliMh1oUe87rgD61wqiUF9JrkBMhGcatzWhWFKMWa5yK9Zs2IPNbEsStp+viZTZsOttwYbXo6DLJDXXsP34+KUk1PO46++glJdqhTkvqndBP++dKmbGMWEYcOg2BcujLXDLKGMQoXcaXV+OHTI/ewdRzGrSgdNxoyRGV4S+fJBTq1aBUdbuXLmcotIIl558iDVkglVpGz67Tc4jZkobc8eRMDGj3enrfLxT52Cnvb6615yDD+Wa0Y4UU0iOHKYRyAI+fIpJ4FMM9XTDqOi1L5boICq/7IRr8sD8+fPp7vvvpvi4uIoKiqKJuoCKb1ANsQzgb3/uleZ64q4ZoGNqC++MLOhmbx/uqIebsTr6qtVamDQd7keLJxjE6lokfzssmVu4yYhwW14mdjZ+vTBhnLypDkNhhUKItSorFmDzejLL9X7fqmfjJUrkUvN3lUitzDkza1xY1XTtnkzvLanTnkFdocO8IDqgkxHkybwUsp7lDcvagQLFoQS/PDDGN/UqYpFK1TES+LwYW/6UdBmw3/Pnw8SEdP3vv4aCv177+EZFimClFj20BO5759MqXrrLeT39+yJ90xpcqZx6rTeElu3+ivif/+NexzEKlikCObNwoXYbAsU8NYq6Eann8FK5D4Xezwj9RJK4pyURLymToUn9sYb1fpm+eLXBJzIG/UlUvUYy5fjlRXb0aPdzoTbb1c1IbpMkahd22zYZ8wIL7PjKHYt/pyufERigLMCJpVeKRNy50Z0g6NTNWqoiKPOOigdE1FRUF5z5YJymZzsTY0zpTky+LPt2uGaOforo3nJyaideeMNEDzImptwwOtl9Wr1XqlSiLJMnepunyCvjwj71OTJiK588ol61nffDRnF8+6555RzJQh6mjkz8kpIxxbfw5IlVfNjTr0vXtwbRdm920tiE0pplW1SdMj0bQbPxxw5MGeaNoX8WL3aTcFN5DUsO3c2r9Ugljoid9oqyx+TPDx0CPJ1yRIYASaj0xTtDNrP+/WDM61hQ3M03CTXeO9n6M4Uv/q0+Hh3416WM3KPZ1Stao4mZ8wIR9uaNWbnz9SpmMt8/FCphl27ImV83z5EYG++GUbvxInKaNfh55SNiUHmD9daMoYNg/PG9B0if6ed3u8uOtobdZWQDkadQVtvmNyoEeQE6zAZMuA9Ihvxulxw8uRJqlSpEn0meySlR4QqwucJq4eO9RAvh991lh2GyfDSF2e4XomgdBM/yDogP3DutjzW8ePue7R+vfKiOw6MGVMqWWKit+aAIanY+Vp0itpQhciHDnnTP//6y9ywWCp8jRubmZyyZIERIpUdE/Lkwf3g+1mkCNJRV6xACsKPP0LA9+iBDZ5TkkIZXoMGqdYGRF4BHaS0S9IEk0eaMWAAlNMxY+D9GzkS5+QC+m3bsPkdO+Y2VpYuhVFaq5ZZ8ZLPU78mIq9xPn06NogmTczj3LsXaRQmJUqiYkVEoplcw3G8ES/HgRH39tveFgB+ayZrVow5KDVO/+7p0+40RdPGK48XNB+Sk1WKM68bPcIt77Opjxyn73C0j+8Lt1AwHSdoc5Y1mFFRKu1FGmt8TT17Ivr8+efuY4TrBeZjnTyp5ELv3u410bw55i07axYvVilU+nzTI8JJSSqdde1aKFVLlijWNv0+sAFBpLz9OlW9rHtxHBzzrbcUaZNMLSJSZB0mmJ5DQoI/Kyrf92HD8FzWrIGxJ40mXWmTEYm6dd21IRI6vfry5VBmZT0Oj+fll9F4l8idsidliR4d8btWIij/plTvIEjnHYOvvV49zJnRoyEn77nHm94elEqpH1Oyy8k5Urgw9ogjR/B3uXIwdNlJKNdf375w7rZpg8goG6EmeS/3xCeeUI4wP3zwgfe9+vXd2SSDBuH4Qcr/tm3elgdESJHTZQ+P9b//cB52aD39tHICRYprroEBvHs30giDDK+tW+FM/+wz5XxasgTX4EfXTuQm6eA2KERqHlepolJWGbI2OEsWd3TRT5bqc6l0aUTg9HpMrh87cgTzdfFiNd+mToUhqfec0yOzCQkw9rNk8WY5XEG4rAyvxo0b09tvv00tTOH49IRQjYs3b8arFDBVqng9QqyA+Hl1WdhWr64WmVyc+fKFHgsv2pdfdhcAy/9JSPbAcDwec+dCAOvH4tB1tWruzTyo7iCowFx+nq9ZUmFnyRKaytvveljYyv+bGijnzq36qQwaBKEpDR8/VKpE9OGHqkFpnjx4plWrKqUsJkYZqyZD0HQN69a5e8z8959ih9O/rx+raVPVqNJPKSPChsKpVvJzTF38zju4vrp1VfQmc2aMa+JEKHQyF54hjXl5Pp4rTDXNYDYpv9RMZhXTjXGJxETco+PHVUPU3bvdtULJyZiHjz+O6INuSPnNobZtkYbCTURDwXGwcUuj3WR4XXedN0U51HgkJbqElDMmempmIuXzsOMoQwY3OcvmzUrG6Ru5ZDL89FNloBNBoZo4UbWv+Ogjd2PajRvdlNgpQfbsKmLj16NQKrw33ohr27ABhg8bYnxf774bc6BbN/d3HnoIXvHixTFXZKYAkdvpxgbHwYOYnxyhMDXu3r8fKW3Llnl77QT1TzLNg2nTVCSOn+kTT0DusJzYtQvnYiegVBQ5nZS/u2mTMu514p18+dzPUuLgQUQfZMTnttu8rMATJyrFn+XAyZPI1sidG5kBTZp4r/Waa5Cm2LQpjhsuOOXQtP/qTryZM5XBpa9TfTxxceq95s0VIdGWLdADuH0Gz4vBgzHv9XS+/v1V6mVionoOH36I11mzlNO2USN3SxM5f3lfjIszsy9KTJzoLaGQ5Q0FC5p7QOnwI746dszLdirvNbcv4N91bNmC/TOc1MfMmWHQXnUVHHcPPgj5kCUL1vzLL+PaZAQznHpChnQCSsKV2FjoWl98AWNHpj7L4zMpi96SRYceTfvwQ8zH9evd8rJhQ3e6/2+/qf/lyOHuf8jQ9TDur/f55+a6+isEl5XhFSni4+Pp2LFjrp/LAuF29WZFmwgKLCuPvKFx2Fcq+Xfe6U27yZdP5fTywo2NxSKpUiV4DLxoJ01ye1vk//zeK1YM9SK6UqFj9Wqz8h4d7W3ep+ePS+iGl8yhHj0arx06wDtdpoxbsJw+HTraIQWbZJE0pTbqhhenLPGzeeMNf4+vjgEDIOQ5Eiw3Gt78Y2KUMcLKTShF2ySopZc8VHqFH9uaKfLXrZu74bV+fziVZ8wYGNts1DGCUrFM49TXmCkNxYSgAuXly7Fp58zpbh5apIja7HWWOn0cfpvxk08G15fp33Uc77H8lAm/tEeiYMOLCLWEDOnBNKX7MtiTy8++aVN3zdHWrSqCLdsbjBuHCJPjwBD/808VYXYcPMN77oEiPX++ihbJOstwmqDLvm9BimSDBmbGzGrV1HyMjsa5166F0cWpQPK+Hjmirpch54Ue4SEyp0f9+qtiNyNy1+U5jiJTuO02pKXrhpbecF5CjrdJE6RMyTow/v+gQVgHLFv5/REjvCnHP/4Izz/PuylTYCw8+ijqlZ58UrGVXn013k9OVkRKOo4fh2HXsCGMbD26yeMgUpHKuDic47//cP2FCnnn/DffIH3zlVcQvdPTKv3A8zspCXujrBfW1/2gQcqR6tc8nhEb644S8vzg2jl29DGCFHxpwDzzjD9BS9mybmcW7wO7d7udI2XLhiak0mW3RFDUVYJTd00EY+PGKccNkfteJyUpx+rgwTAm5WfZeXbkCBw55cur9STx0UeI7rFhkjcvruv4cTjabr0VBoxu/DsOnKEVK7pLEkJBOsBjYuCAe+IJOApDZQgULYofP71S0sgnJWF+b9sG+Xr2rHrub72l7pWss374YdVTUKJ8eXd9XPv2kIdPPx151DidIV0bXn379qVcuXKd+ymmN4W8VCHT6IKEpk6NrOdv88LgDWDYMCji8+fDoCpfXn2XleR8+SDMgnLWJcaMUUxv4aQpSiGXJQsWYDhRHf1Yd98NBW7sWHV95crBM1Srlrc4nMhteBUu7KajZgVq7Vp48GRtTND1SPCxb7oJQpiFZTiG15o1ENr87MJp1szQI3Gm1MSYGPWcOGqjew2jo1UamD5ehjQoMmbEMePizIq2n+ElUxj8DBk/4hO+P9IoJoLjQBqc0glgijTqBdOc1lKjhvecoeqgGPJ+bdrk/p9ck/IY+nPmtCgTggr8idzNME2Gl94Hh/H000hDNREbBKVdbd4MY4eNyjp1VA2lTvwjwQq+/uxlfY/JQN6wQZE4cJ0Bp7KcOYM5Hh0Nr7dUBn/9VTVSD8fwkg6We+7xT/2uVEmRExCBRbV8eRgGeioWrzW+d6Gi/X//DeNg6FBzo2A/Rls/FCqE58OELWfOBNes6kqaHG/hwjDwwqnv4e+dOeM1mKZP9/Y8ql8fCu2aNdir2NOfnKzq4WQkTK77ihVhvMyZA3KEIEIploU8LyT4WpjwoE4dvPf551Ae9fQuP3DUNykJa0/KVr53S5Zgzsi+R36GF9cLyt5u+nOaOtXLqjh3rn/7FbkHDBxo7kNG5L2X99yD6BSRGsvcuUjHLlEiuL+on2zPnx/fYyIpmXGio1kzOCv8Il+cUknkZuj87Tc4NRnLlrn3ApkC/O+/iNKbshw+/hg9tVq18hLfDBrkJrvR94/du2HU+DV/NkHWzLKcI4IzQKZ38vi//x778pIl0GV27HDL9yAyKiLIwIoVsTeY1pE0vEykJY8+Chkl5VT37sqpFW5wIZ0iXRteXbt2paNHj5772WHyHF6KYCrPkSODJ6ieA61v9vw3C7rixeFRmjgRQpK91du2gXiCCIu6XDlvfq8f7rpLpceZehTx5uWHkydDN2km8k9bvPpqlbrAAoBZ12RaHJHb8Aqq1/JLrwyn/4g8tm4AS+alvHm9xbHHjkXeXypcmAyvzJlVLdzQobg+2Qck1PUWKAAP9a5dXjKFSZNUI1RdyWzdWs3xSK/Xr6ZE792UKxcUncaN3ZEi3gj0XjlBpBvhFgH7fW7SJMy9m29G7ZucyyYDcuxYd9SFqdz37fP39hNBMWSDSzJnErnThCR+/x31MWPHmiNqQRGvtm2RViZTvNjbHvRceX088ggcL+xRlQoOzz0Z2enWDZ7kZ59Vx2AFS17rwoXuVMekJPX5UMYrkbtWKCoKRpAf5Bo5fBiK2s6dXlnACqJsXh4Kr7wSmn2QEYr++cwZN+X2yZPBrLlBJEsTJiA6ZXJILFqE+cRRj6D0av5/z54qBd1xcB8HD0bNU8aMWDOrViFKJ1uDFC0KxZeL9ZOSFBHCv/+aFWa9rpllxvTpSF2V2RVyXkdFRdZsmAhjJnKnGt56K+RSr174+/RplYKrj5HB42Gn165dcDzkyOHd40wpvqNHQx7qpB1EcH5Kh40fBgzwOpN0x9rMmYh8TJkSXKLgt68cOOCWy0HENz/9hMiq33nkvLvxRlWaYDJATfWl0dHh9X5btAjG5nvvIWL4119w9DDKlfOuk5SQSvzwg/o9JiZ0A+V27ZCaXqOGai0jUaSIt8bTdJypU81RfWl46VlHRIj66TqBNNAOHcL9ukKRrg2vTJkyUc6cOV0/lwX8vFkMrmnJm9e9GXChJrM9cuSDBUtsLHLcP/jA7fldudKbfvbQQ/A+BrHFMfwEVGwsomt+aVwHD6rNSUe9em6PUJYsymPIHmhWZliZ2rXLXfdWowYEOXvHOY89Y0Z3Tx0ipbisWOHfJNdE4SvBgmjvXpAa8H3n87RoocZ+ww1emuAzZ8wd34mCU7fC+ZzJ8CIKTjOLhLpch4zkBKUh+m2ufftiI2eqYkarVlCsQ0UfW7VCas+0acH9xxjseTc19A03L9/vfnHaabt2iFKHM3bpiZdkESblyQ/yPCNGmKM9SUmYp36GUpDhxf+T3/3nH9RdBXlU+Zm+9BKiOpwSbarVNFHqDxig1gk7beS1fvutOzKbmKjmW+HCZlY1CRkJWr4c67RFC/P3TH28li9Xyqyf4dWunbfRbqRgWua4OMimUGnhEqEMUFmnRuS+9kOHcH2y/oOfV61aqLdiZ0EowyspCYY3k9GcPq3k7L59OAfXgnzwAeQ517Ts3In6NzYSk5MV8+qff7rTvNjQ4TFwRHTxYhhYd90Fp8aCBZAX5cu7U+vq1vWmSoaL+HhEZ95/H9EyScEeFJXT/5YOygce8EY9Q5EVxMd709uyZIERI/v0+UHKxp9+UlTu/Ix5/o8c6TYUdBw5AofLkiXe/8l1G8pASU6GnuL3PwlJYqPDz/AK1xmXlITr/fxzzBspx2Sjcf6e33XVr++OrpuieXXqwAHl5wTg65MyzI8V+Ykn/J97OPeePzNkiJftt2tX731bt86tQ0nipysM6drwumzRpQsEJPd90MHK8tmzwQuEJz4rt0w3L4+hpyS1a4eN6LvvYDS1aAHmNb/c7+++g6AlMgu17NmxuZn6QAUVus+f766vcBxszgUKQCD9/rsysrhW7ehR1WyYCBvn+PEomP3lF0R1qlTBhvXvv25aVJ0GlcjclywImTJBCfr3Xzdds7y/VavCgGShLr1Cfs/yjjuwyYUTHfIz1k2GV1KSSlPctw8eTSmkwzG8evWCkNWFe6i881tvRTTKL1WkShVEf2Tkh3H8eOiIV6ReRVaqTGx85xvxYqeGHok2YdUqOFDk2jCl4JkQH4+NXjIRMsqUMddW8Fg2bjR7Nk3e0ueec39XzstbbsF3gogadGXJNAdkz7sgsDEpr1X3tF5zjUorzpUrdM8rmQL566+I4Pzvf96+XkRmpc3UP1E3vF55RdVkphSsRPul9AYhyPD64AOvkfnaa5DJUiayHHnhBa+s1BkWiYIVWL6GL75wN6l+8EF3/eb06f7jTk52MzkycuRQNcw8Lo7ejB3rTktLTsY51q1TxiCRNyujdm3lCHz5ZbW3cvRN4swZ1NG8+qqXRdMkr/Xn+NlnqIPUoc9zU3qxftw6ddzv8X3XDW0T5LHlfs7v86sp0ij314EDUf9kSuuW0PcfvY9mQoLKGNCNUHkP338f913v72U6j2xjwrInHMNL3htJSLV1qzfiZdpXFy6Eg4F1KSK1X0swG2CoiJc04PbsgfNbUs3zfsn7XteublKTUHu/Ptd0Yg2TA/mee9yEGqEckOkYl5XhdeLECVq1ahWt+v8oydatW2nVqlX0r5zo6QF33gmFtnp1c2ic2QP9olGcA8/1ItOng3pbepjq18eG9McfagHUrg1j5K231Oc2bYJQ81NWOnVS3sOgxXrDDXiVee6hFAWpdPGGuG8fNlHpUZeKkhzD++9DAbzqKtzLw4chrLm3SyhDxq956zffmMkc7rwTAkjvyyFTRbp1gxHIKVT9+2PTe/55c+8jIrU5xsRAOZZ1cjrYC8koWBBKw9q12Lg++UR5p2bMUBGU11+Hp1cyh4USjP/+izShd991Ky8nT6pIZoEC7lo6Ihj2P/6I88lUsrvuUgxdJrpihslrqBtey5dDYfFLldDBKbGmvHs5p/witDwuhjTqGQcPYs7Jz+kb6BtvQHmTBd0y6hO0ZsqWxcYcE+PtLUMUuo+XKdJbsyY8k1264O8MGVSrAB5LuAXxDH6mW7f6p7uFa3hxPYu8DlNkL3t2RBmuuiplqT533GGuu5T3lMcg17FsEk7kllWm9a7X7eoIasYbyXUF0ei//LKKEEnUreuei3wtJUr4NwKXhlBiopcUJCkJZAicHm6SOXKNBEV1/AyvunW9WRl+Thr5u0y71g2vhARlvA4cqNhJS5RQkUiG7FH37bcg82BCKV2+1a7trTurXNlNe87Kub429PrRTJncjivHwXuy1ofP364dSBK4cbcJfrWuesRLR6ZMwbWrftDllR4hkdkSuvNGPkeu6dq8We0vEibnSUxMMPthkOHlt48XKIDUQ32d1qwJZ9XOne75a1rPzFxt2he/+UbVy+vfXbrUvA+yw/TsWW/bkyBIZk0iZAxVrIgovs6u3aaNkg+mnpZXIC4rw2v58uVUuXJlqvz/StKLL75IlStXpu6hGgdeboiJwSZ/5Ih50e/bh1e/mjXenFgYlSnjTUM5dQoLcd8+t5Lrtxj8lH35eX2sZ85AAc2dW23SUvD5nYu9b1zPUrgwjLsaNSCkJPUtETYrVgj0fiRsbN57LxT7Tz4xpxBIxilG8eLKYGQsWwYj1q/fE5FX8PKm3KEDvrdlC/LgM2aEx2nfPuTms3Kmf/fxx9Xf2bKFV5jKhc8ZMiDyly0b6uGeew6Kaa9eZi+qFKbffYeUliJFzL3W/HovrVqlGMXq1PFGTVhBcBwoXczGyexvPPe//BLff/VVd18wx1GpXBUrKop1eV/WroWx0LSp28vGhdZ6SiYroibFznGwsWTPHpzyKed/lixej2WvXjA05PzQN1DTmpDGdNCGqHtuCxRw980xORrCIQ6pU0d59MONKgbNUdmHplQpMw0xH1tSJZvAhpcciykds0cPyLB27RDFCie16vPPVQrysWO4Py1bgm2PyXdkzQbfP17HOXIoBVuPeO3di5+KFd293H7+GYo5r18dJoPpuefgjAqXEIkodKqhH0uovM98LUE9HN98U0Vvk5K8cyY52e3UM+13cn/3M7xKlMD60g2vL7+Ec2jIEP/jh4rOE3kJK5YuVY7PmjXV944fdxvXhQu7M1eefRZjYgIXff0/84xqhyCh9yAbMcJbP52Q4F3D8nqaNkV93ssv45ls3Ig6upw5oSP07o09U7bradZMRZr8WGxDKemZMmEP69jR/P+NG83RZP24uvySSrxef2ZKD4+KCk6dJsL8qVED9zbciJdu8Oqsl7VqYT1NnOjut0kEWbRwIdZ1sWLQD5Ytg5yRzMjc8mPJEjhMTWtu/XplVJuc8kHP6cMP1Rohcu+3Jtx5J+pPuU79zjshf5grQOKTT9QaiMS4S8e4rAyvBg0akOM4np9vTHSflxM++giREDak5KIJispIjxyRtx+PXJz6QmWvxOHD6vMLFnh7cTFC9YD49VdvtCA5Gel/MgUwHMWNi9s3bIA3cfdufG/JEnjldQGakKA2XP1+PfkkPs/1b2++qQp4gyJ0JUtiQ5DKTI0a7hx0P0jFuk4dFYGUqUhJSRj3sWOI5P36q/l+9OgB5kiO6BQqFN4Yvv8ewl5vnn3iBDxQkglJYvFieCdlGtGuXV7Fg8hfaQ8yLORno6KwubFSmpSEe5UnDwyGzp2h1Lz7Lu4TC+/kZDWPnnpK9eSS5CV+4+R6KV1BYUXUFFHIlg1z+Pjx4Gbf0ijr3dtcL+Y47saWurEt50D//u7NV/+/Dn1t5cmDNckkJ6EiXibD6/hxeGKlZ5TbWASN5dln/YunmTpd1gUxKlfGvWNWtCB2z6FDVQNPOXbTnOP3li6FUmOiGteVhqefdrObtm2LiMXAgW6jWk+r42eaObNSYLp1w72TDomiRRFhXrMG9birV+P6Bw8217b5IW9e//5zJpQpg+bdQZD90YjggImKctNAv/wy5uf8+V6SGJM8SEqCXLr1VvU/XWnVazp1+EUTWEnWDa+oKKQ9ffEFIsnz5uF9Xn88Bvl7/fqo1ZFGbhABlOx3NWaMO8JvYnzj94ncc3XSJG8qIBHqh6RzIioK8ll3WDDrIePhh91OmwMHEP3p0gV7z7XXQtlPTHRngPz4I+5VwYJwfprqgPn3DRsUcY9+nfysjh0DwUe+fDDAdJl37bXuTBiGLq90p4NU4nVmZD/Dy/Qs5DMoWxbR18mTIT+LFTMT1wRFvCTuvBP3sXFjxfQqezeuWAE5KeVJtWp4BjJyyufbsgUG1pNPepkj5XXo/Q95nOHg7beDWSkZRYsq2c3Xf/Sot+wgKko986JFlQyxES+LNMVLLyFdh2mWuYaCyLxYWPnTc6RZmWbDhdl13ntPFR0zOH+9fXu3cOaGijr8DEBePOXKeT38JsXMrwEvQ/f0siIsjzV/vtfzKotn/RqbEmHhM02tFJjyXt5+OwScHt3o2NHLQCUxYwaEq6wzMzUxrVxZ5VuvXo1I3G23eYkm3ngDc4EjnET4/bHH3I2oGfLe5cwJYZ83LyJtPXrAuJDRHxOmTAEj2VNPmf9/9dXe69F/l8beuHHuvHUidc/794fS2akTNtVbboGxtWiRN9VMFjsnJ8M7t3On2zDxY/wzKYH6vWYD2y96vn8/noV8tjoqVcJG+uuvqMsyeQ31OqAgD3V8vPocK2RBm6efERXEzhXK8BoyBMpH8+aKjp4bnoaKvplqFIhUvYdMVeT7XqsWnCNcHB6UanjjjWrO63TLDCYiknWxJjRujGbSocByMFMmjLF1a3XfcuaEx5nlhrzfGTLgR2fl5F6EN9yANX3qFP4XKsVSgo9ZsybGwtdsSqt68UWkJOnEHkGpWkTK8JgyRb1XoQLW0bhxmPd+yJkTive4cfjhfemhh/DD969rV2+GgY5QhpceEeO0ch4v10tyk938+b3pohs3euV8KObdv/82Zyzs3m3ua8X7QubMiNbVrYsI8MaN3oitnsrbtq15rX70kft9+ax0SCcNj7tUKcznEyfgYPjrLxioQXVocn/jc7dvj32Ge2MSYb716weH5qJFcGrIlHzT9ejyU8/a8SNmOnXKXGPdsKF7LyWCXNN7bTG6d0c6vU4XTwRHLjugggwvTq19/32kce7YgftQpw4Mu4kTzU4gIvO9JcJcv/FGb13liBHKYWKqn/PbO3QnTFSUt55OwuRYlXqglB0NG+KZs2NIsmjaiJfFJQG9SJUoODVCF4i6p5cLTt9+2+sdk3m4UgD6Lc5QES85FhPFswl8HZK1TReMvCnIYx086P778GGlEGfLhvO3amU+p+5R5euSdNt8LXp9XXR0sKd4/35EjCRzz6JFquZEjtmU6mMiqPj9d3PDTtO9ZWO6aFEI540bYZx8+y08eIcPh0cdTIQ0tT59vL1+ZK2Bn9KuR8f0NBL52b59YTwtXAjD9csvYYBxLdX+/UgRkz3OHAfRpJdfhvfc1LNNtkOQXnWuX9TJA0weQomjR2Eoyho4EypXhrfY1OBWjqVjR4xFVzTlvZGGV4YMUGCDIm76cU6dwnxko9LkPJE1RaY5xWt061b17Pk4nTq5CXvkXFm3zpvuwqQanHoqlTfJvGo6vwnSWMiRQ0X25DH4mgYOhOLmV4/GPaJCgZW9LFlgRIwercbxyCOYl0yacfiwO9VTwqS4FimC61i8GIr47NmKFEKvGZQ92ThSp0fe9OhPvnyK1CBjRvfYzp5FZJkR1MeLwfWyfv8nQhrxHXdAlrZs6Sav0fscyohE3brmKIif4bVxI+Scrow/8oi6Lj1dj8+tO5D8rpUIzhedwS0UTIo737dKlbC25s9H+mGjRt49JpTDhBETEzqSybj6atT1fvut+56OHYvUsCJFkEZ2++2KKMck7+X8feopRBR79IAxY0otHDUKmQuffaYiOvfe6zaUHnkEz0BGwoncz/bsWS+VPhGcFzIjQmLDBpybHYO33uru2RcJKldG6uamTXCi+uk6GTLg+b76Khzg7OResABGXRDRj6yblqmUPI+bNXP3KNu1S6U2f/KJ93h6KwU/xMVBRsg+r0RKbicmYh/87Td1nvHj4bjSa8x5H2IkJFzxPbyIrOF1acFUpGoSuqy0y34z+fJ5Pczs/ZMK17XXwqMme/bcfbfKF5ebjl4YbQKPtUcPKPevv45Q+o8/mhc4d5zXz+WH9u2RUikL5uVm2bix24g0GaVRUdg8WABKSBYj+Xkib/+ef/5RnzN5N/02bE4hDcXwVayYUh7feQfe8zp1zDUwpnvLSnlUFJTMMmVUYbdsuhgObrwRglUnrpHeWD/DSzcq9fsiPztnDpTXrVvV52Svnk6dsJlef70if8iUCeP64Qekn3IfOWkU6gZF5cq4fqY51tMSg+bi0aOq31lQ6m9SEsaelOSvcDsOFPL27aHA6VEWvSicn9+dd2Ic4aSZ8nk2bUIUhA0vkyypXFl5koMMLwlWgF56CZ5cjoJKY3fOHG/0nA1kPo/J8Dp+HOPdssV/TIyPPnKndT39NKKr7dur98aMwevevZABerNxRlQUlE2ZbWBCvnxutlUTpKeeFaE5c5Cu168f/uZrv/lmODkeflgpWrVrwxlxyy1K+ZFKGJHbiOA0v+PHoeT4OcmKFMH/Fi+GwqdHiKVyp8sK0zyYMUOxovFzatMG8+Gnn/D3P/9AGee0W34eRCrSwN/dvVtFlooXd+8VRDDk/VhQiZA9cMMNMBYaNMDeIPHRR8rxwjLq7FnI3ZgYRApbt/Zea/bsMAwaNIBM9VMcpWFQoIDaP0yRGf3+TpumMgMiIcXp0EHtRbt3Y79g5yLvG/36mR1BffvieejGLBuWCxaoSEWrVu7SBr5H99+vHLylSuE+lSqFazcRg61Z43UkSga8okURATLdY9Zv+vfHNZtkw6ZNiOpK6LVpQRkAy5ZhPshUVD/ExiKCWqIE1oKpGfcXX7j7evnVyZkgaz+7dVO/x8Rgr/vuO+z5sl5Vd+hERakSFL5e/brlmDJmhFE8diycZyyHiZDKyvWHZ89CnvMci411syYy9Oe4bx+OOXZscH/EdA5reF1KCNfwYgwfrn4/eFCl67BnmY0rKfjLlsWClvSxN9+slFceQ86cbk+FjEqZ8NVX2Dw4pfHZZ82CUb5XrhyEkmR9MmHhQm86iDSw5DFNhclRUTAkSpRwC7vGjdV32XvWsiWU0apVvUruZ5/hvvTsaU5J42OXKuWmRNYVTSJ/BZ7Zf95/H2l3fpACkcGGh7xXrBiF69FnyBQdiaFD1e9+m0gkhhefo1Mnc8sCVgrYeJ0yBUaIbP7I1+W3WfJ8kefV74VeS8Xfu+8+pHSwUhq0WU6YAGdHbKy/JzXUOPwMjVdfNc9tv+86jvvvhx4yU8PLMURqeDH4GWXOrDZ8jr7KHn4c0eWIMB/7ySdV3dc//yAKwCyKpjF9/TVkzdCh7rqs2rVh3JjSZFjx9EtPqlkT6/aTT9yN6SUDnAn68+RzsUyTDI6jRpnTNA8ccMtyIvVMJIGSnCumZtd//QWjj+eerE/jMWzejGtt0MBL+S9T4oIiXvXrQ/7IOjD+/6hRMG71dKLx492pZ0RQ3OSa/+YbjPmBBxDteOklVSdYqhTm78aNKk1QR3Iy0rny54cCaZLRPM+4ziQuDvI8MRFOmZIlvc9z6lQYjx995DaognDmjJJtGTLA8Jb107rh1auXIngKZXjFxLj3P57TbBiZog5+zK4yhTsIVaq4a53Y4bF8uZk+ngmPTChbFscy1TF2726usyVS94HXZ8GCbucz48svVQ9TIu9+w9c7Zw5kKq9JIjh4d+6Eo2bYMMgvU5T8ww9h0LJxWawY5q/joC5agpvK81jefBMRJX09BEE6WmJikFb40ENwbplS/mUKYO7ccIb79TKTEdyzZ1GKsWkT5EW2bCqdu08fRbImI8MvvWQmR9H7Zz74IMpAHn7Ye4+uMFjD61KCKdXQFFlh6L039LQ/Vgp4oS1YoBTWkiXV92SD0SJF4PXhTYK9JZJZT2LUKOWVTUpSXu/77zcrTdyolgiLcOhQ/2NL6MKlfXsIyU8/RZSNCMZS8+aol+J6OSL/Oqtp01RUkBWcLVvgOTTVLDgOhOWhQ2avt6wlmD9fFdGGa3g5jnp2oZo1B8HUH41rSYIgqYe3bDEbXrJ+K1MmHDNHDnevKb0IWlfeeU4Rhab015UCvj8cSZDvSWVRpmA4jpeVU5+bnC8vU/l27cLGJlMZw2UVlGmjjqPqfnRFXU8vfeIJ/zUfak7IAnNpeBUuDENAL75nPPQQFFEpExim6+X3duxAJIOdAG+8gfQ4x1Fzn9emBHuAdUfTO++o2iP+nzw/K5anT6toPEfC9+zBWs6e3fts58xBJIPIPN9Kl3aPU6b/1KvnnYOsBMXG4ndOj/7mG6THvfWWVwHSWQ1Debs3bUJ6pEynkvNbetFNMKWkHjvmXntt2vh/P4hts2hRzBVZT+XnMODr/Osv7/nGjcN1yu82boyIx+bNWHfsEOHjxMQoJ2Dz5m4yCl5/c+fCoAsiGOCIuE79Ls/FdTIcmRs8GJEfGbXzw7FjyvBzHBi60jHEz3LTJqSNSlZdfW7w3zxHpQzRDeSff/a2U1iyxBx9IsJzlmQPftBrDh96SO31PJZ58xCNWrQodI3i8eNextI8eVRNGf9I5l2+D4sWwTjv29fctoPIvQdKGvpZs9zEEXPmuMsb5LrdswfPxeTk7NYN5Q1PPIF0a+nQ0Q1R+TySk+FcWrIkMop9vYaVn/s777idkDx+qVMtXIh9hp3BfvuAxIgRcHY8/bRbFnDGQJDzmwh70T//KFIzIjg9eE1d4emG1vC6lKArGz/9hE3OD2XLuv+v511Lo4sIaU1ffQUP3513Kkr0TZvANkUEBeGmm1T60c8/w8toyrcnwmbKSmtSkqqdKVkSAiJUk8T//jM3rdWhe/NjYiBMatRQ9UBRUVD6WSnh1I2oKJAENG4MbxhRsBHi5wF0HCgDAwaYKaulcsDnlWOX6WcFCrjZvYig6IdzL1KCUIbXp5+6e6N9+WVoFqSSJfGZY8fcSphe4K4rEp06qXSYUAqon+EVClFRUAxuvRWbol53ps9LE+mGibo6aLx+/xs/Hpt7rVpQcuRc1hvC3ncfFEc2vh5/XM3ZFSuCnRRffaUMrty5/ZUziVmzoCAuWeJOFQy6Jp4X9etjDkiFmlOT+D6aUsN4Hj71FH5Y8ZM1Q3wOmUbMaWivvqoMC0knHx+Pz+gKt3QsmQwvVozOnsUalB7q8uUxLpk+qK9vHuvu3YgAbNt2/obX0aNeyvsgllpd0Q1nnQT1A9R7usnx/vwz0htNqcZ//QWllCMioa4zORkKOKfccnTmww8RfeTr2rYNUSHpUNiwAdEvXhN8Ll7LJkeFXufC92nhQkT8/vhDHadnT7yykR9JqjaRMprlnKtdG9FKrn86c0aRPTH8Il6y11n27Nj79ciSqf2CqRaKER2tyFiC8O673lQyvb7vxx+Rqjtlinc+3nhj6Ij94cOKnpwhnV58H3buhMN3zhx/A0/OO5l+aWJJDdXHK4hOftQo7Ot9+0Iubd3qNWT1Molw2QUlZPQ2qGyAxyWNP91JzEZ4rVqhGzGPG+eNoPL/pYzT56ypDlIaaDt2+BN4XQGwhtelBD3i5bcouGs8N0tlsKeW6fU3b3Z7a5KTsXn16gVlgr87b55iceJzv/AC6lr27UPIOKion48jPXEcCVm0CMXVJuze7VU8GeXLq5RJIhgqt92mzkMEZUgK0iNH1GYbE4PP33EHXjdsQB4256Prgov/XrnS3c9C4swZpTj9+adX2PC4TpyAkszRDP7cI4+oqFKDBl4K6P/+C94kidwe60igG16xsW7WRl1BYsr7lCCU4cXjIfI/x9NPI3VPL/C96y4v1a0p4tW8OZ71L7+ourkg8DoJ1eAx6J74/a9lSxzruedQ/xKquLlWLaV058njfk6sfIUDGWk9fdrcA4pbGvixtgVFvPhVV1w+/1x5Rk0sqZy+9+mn+CynJUqZxMeWReLM5HnqlEphNDVQ1o2GpCQ132rU8NYO8TNfuxbKrEyP5PQqySAmI15E6vp5DEeOKBnNYMNr61YYyC1bIrpnavjrBxnRPHhQ1bLdcAPGICPW5+tR1rMpZL3JgQPwni9bpt7j51W+PFKSOB0wlOGVlARFledEYqK6n2fPQslmw6RnT0R92IG1fj2eC+93ycm4Rzz3pJzo318dn0ilQ69ciXVZuzYiEJMnY40WL66cH6dP437qjeDDRUIC0tQ//xx77datilQnqAcag+WKTFV88kkor6HYKEMhOhqR6lC9UP/7z51iOWOGSjXVI9fcJkSiQwfsf6EQxBqsG9a7d/tHjfT7ENSTS74na76DasH04w8ejIhOpUrea5dOP53MReL2292OJr86t/vv9ze8eKwyEqinY/JzevVVVfOoIxyHCX/m/fe9bL8mB8C2be4MDxMp1hUCa3hdCrjlFigDzOzzzDPwoDDtsg5ekPHxXhZAicREN4udzKmOioJxNXKkOwWifXt4tz75BEbRG2+gBoyZuiSSk2EocHFsUpLajLlxMRGEtK6IEJmLMRnr17sXs+NAScmWDYJt1iyvR3jTJqWMREdDSM2YgQXOgurOO7ERcj0Epz7qCj6RuacKC47PPvNukBkyQOCtXetumimFWJkyOBdvmKx0Evkr7kxZ7ThIYfSrcQhCVJRXWHM/MyIo37t3q9qH5s3DM7w+/RTCW6aQ6rndJiFerRrmu1/tYMOGqDuUGxFDV+ZNhlco40bHAw+o301pbvK4fscOdb90Fjf9dyIY9IsXq3mmG8CRKFb82b174Th54w3/z2zfbja+9CatRIhGyO/qTctl/y6TR1r3dPJaeOcdVStgupcmI469yfK+6PP8zjtV6vG117pTj4hgSLRpo74nI78c6f/iC1UDxdekK2Ympjd+j5X47duR3la9OgywUDVkEp07q+g+kbeOTN4zv5qecFCokJuchggN3ufNcxMssCf8xRf9lepQ85XnDq9dphxnNG/ursGRKcYMGUX0u26WdawwMmnQl196G5SvWQMlMagtya23KsbJp55SNdJ+daZdumBd6PPapEDr92z4cC91OB9HzwgIJff08XHtrx8Lq9+xZQqgyWEsr+unnzDn/Wq3wkVcHGqp2Flx6BBKFfLl83eCJifD6P7nH39CDpN8jYoKL+LFkORAeg2grHn2M7wWLsTcZop6InPKed68Xoe7aVzyOv/+G/spO+ZZN2vWTMnCdu3cKYih9rJQKfOmdVqzZugWAlcIrOF1KWD2bCi9nIPbvj3Sk+rX91IyJyWp+pVly8y05IznnnMXWHPKEhEES4MGUDg5DH/HHTBWJP3tzz/jPHqDTB5Lq1bKC5+UpNirZI0VkTqHpG03CSC5+KVwcRwYeCdOIIKxYYO3PxSPgQjG1YABqoBcetJjY7FZnzoVXGNkUvoldMHx6KPwDPr1rZo/HyH4P/5QRAd9+0LAtmvnb4RIg6JAAa/BGQr796NfSObMSimOjXV70Hv0gMecvcnMzheEjRvBjNa9uzunvls3xfBUsqQ3Heb11+FZbtDATfhQtKhSRE1KrB9Mhtfy5ajHW77cq0SawBHdBQvUOU1KXFB6Vigl8/Rp3FP5OX0OPf44NihWqv0aaZpQvLhSoo4ejYwd7dAhc91QkyZY+xw9yJNHFVvzWCZO9B+THl0iUqkpe/dibpr6woQbbT11ymsMm5p9R0dj3Dly+BvUprlm8ob7RbyYsVAqTHwuGZk4c0ZF5nXlKqg2JjrarLyGonSPFHv3mo30evUUOYXE9df7y8oMGYKjeklJMKiZZMN0DXJ9B92f5GQzecrNN7vnmN53yUROQOSmODeBDfThw1XPtJo1vXVjcj8YNAhkBGxA63OucWPVEJ7RsKG7GftPP6n5pN8POf7cub3/T0hwsx9HR+M7HTpg75UOKB1+DiNTxEve79tuw3mCGCnDwcKFMJiZPIeftWlOSMOLmUr37nU7DhimNc71m/I9hsn5Jo+hj4cdWvnzo4RDn+M33AAHz+HDkFFBadH87EzXPGSIaqNjqnM1kaCwgZQxozurKZQsKVLE+5lSpeAc0nuxtm2r2l/IPooXSl5dhrCG16WKvXuhzOrpQadPK4+KScEgUvUI2bObu64TmaMDQUquiYbZpNhxxOmee6DMFSkChZoVDBnF07+fKROMK05V4whdzpyI7DVsqGi99e+yJ08Kq2efVekZunKipx6Yarby5AlWGvw8NroXkgXRHXcgurl/P4pXc+eG0X32LEgr/Dyseg5+OJ4ipviOiYGwzpMH95c3oTNnvPn0RO5Gs/PnQ+EuWNCdt87nl3NTCtFDhxRL2x13ePuxnDkDoyY+HkoERzKuugreuH//xWb1/ffYKGUERUNizToqHU3W9uzYgSgGb2g6dIWXr0UqB/p9zp4dm4tfGpe+Qetz56GH4MQIIiXQ/9640c1sFw65x549uJ4iRZBWzPIgJQ2UifAMuN5FXns4G6fJeI2JgdJUuDDmlqyB4PvPxzb1QJJgz6sciykd87nnIFNffhnza80azFNW4kwR4WnTVOQ6Ph7z87bbVP2rlCELFqjaCTm3mHVRVzoPHUJKYunSbuN00SIQSujNYolwfN0RRwRj/d57zQxvKYXJqUUUbBiZMGgQ9ik/AofERLfBbzo+094HGV7VqyMLQTe8xoxBhFY6B3SF1s/wCsKvv6q09dtuc0dK5Lq//nq3g+v55xHV5ZRy/d698oqKnknoPciGDEHarF7PKMcfFeW9nt9/R0bLjh0w/t59F9eSJQv2+JEj3Zked96p6mHDMVb5vLwHduig5J2f4fXHHyCpCBe8TvlZx8Z614Up8mMigSByy8Xs2VGnfu21/hGvUMfQU+gqVVLNw7t1U60WiOCgXr0a54qLQ63jypWQAbItBssIx0GqqmkdHDmiUoJNDvkgZ9awYarVClHoFOh27eAA5t6NzZvDKTl4sHdOf/mlcmKESuW/QmANr0sBQ4ciBMsb5/r1StnSF4uJ5YvBKV7S88QFrXqKAfe2mjBB9dWYPt3NQiMRSmmbPRvRGx5Drlz4zu7dKFjn/llBihv/j4XG2LFQkI4ehfCeMwfEA6bvmtKeiOBdLFpUCeuFC6GQs7LnJ4wKFIAxJpXCUqXcNWV+m7Q0vFq0UPUScnOOj8d17d6NFJ4VK8yCqFcvKHXM8lS/vjuN0w9ff437pzNwhVIseAy//oqN8plnYPRKwgHTpiZ/D8VoJedn1qwqIpWUBEW8WDEoyO3awQM8YAAMMd2AI6KXjnRXxfV6nrkJ7IjQx+iXusM4dix0k2WZNvbBB2bHiOPgepnYxi9FhgjpuXpaXtDz059HXByikdzXJiWG16lTePa8Dg4dUtG4UBtn9+5mpbxvX/d1yNTU66/Hc2Q2O50SXWLZMihtukJlOiev/4kTkSZ2ww04D5McmMhnihdXymK5ckj57d1b1cPwXJGRfiK34cXzrVYt1GVx5L9XLxgjH34IhXfhQvzcdBOcMr16uceSOTO808zOKFGwoLsXUijccktoOmc97bR5cyilXCtFBO96hw6QyfPmBR+P79U777idb4mJ7mfHdXwmBBleOXLgWemGV3Q02CGffBLyZMUKfE62+9Aj0DVrwmHj59jUMXEiCCWIUN8mewSaiAfkOeWc+/57M8HN99+70y2jo6Ef6PuAHq1q29Z87kcegWJdqRKIPni+8r1bsADGR/bsSCMPanmxZYuqvZZy/bbbUNMmjQe/Z1ulijt1MRR0w2vXLm8jej/DK9T+V68edI5Ro9TepGeimI7hlznTuTPSTLlNjUy1I4IT/ZlnIAvY+ffZZ5AzMlOEr+O33yCD77vP2x5EziWTrA83i2DAgOBWNowyZbx19wkJ3mBBVJSaYyVKKGeajXhZpCkeeQSesAED8LcUoEHeuUaN3P/j+gjeMKZPV983eZv694dhIHsOyb44En7054yqVZFWxgvs7Fmz0Jf9akzheundl+Pm6z59GnVb+qLlPkuJid5oxokTasPeutXdP4Ovq2ZN9V7LljA2dOa7LVvcdWn6+EePhiCShAAmKvsKFVTPrfnzYRRXrer1Un31FZQ8WXOybBlSGvXidyK3YZIpExSjokWhvH/2Gc7/zz/+/ZwkOC3B9Ax1MgH9d1lXOHgwvKqyBow/++67UNjq1EFUql07GAl//uk1hLJm9URv76UJ9PVf4pr1xplB8EsVqV5dNauVKRPx8UiRfO01d7qExG23wRCYNAnP02QASOPbNA5dCZSkEESY536bvJ8XOqiwPJTh9dZbUD5eeklFSNlbH2rjPH7cfQ94XV51lfu7HTtCDhFBGXzvPeUBDzLumH01KsrMQEmkatRkiw2GTPs0Rbykkm/yft96KwzobNncHmJZ2M6fz5ABclmnpo6Oxv9q1lQyyHG8Bka5cv6U4HxthQrhfOxk46i3jo8/xjyW0Osy9ft58CCMMZlCfvPNkDPffgs5Jvt66fj0U8j+XbtUxsajj0IJ42f81ltG58o5hEo1JPIaXrJGsnp1zIeYGOWkyZrVu27++MPdjF3Cr9XD9u3mVPG1a929Dxk812JjkZFQsiTm07Zt3hoh3fly993mesyvv3bfn8mTzWMlcq9L3mPXr8faO3MGxtfevVhjuqySazJHDrU2pOFVsSKcDHKNlS7tvq8cRdeP6YdGjfAMuT7Pryffhg0qaiiP26SJt070pZf8jYz27d2OJkZ0NJwNkuzETybfcANkw5dfqtpYIsitTJlgtH/+ubtB+ldfeeWEvI6sWXFcnVjkxx9hNBKF3xqEyNtPLSrKa8j6QTJoE6F+XTpp69XDsdgZkSuXYsG1ES+LSwImwaZ7KeTfumKn/71sGRZ39uze0LFMB5ACzM8r4lcXoYOVMr8IjumYrFAnJnqVBd7o5LF27FDfzZcPhirXGJUqBcVYMiKyUmVi6mOBKSlX9cibH/Tr27oVkSLppV+zxsu85hc92brV/ffp04hKSsNLEjR89BEEOHvR2VAoVgz3Zf9+bEKDBmETTkyEZ9GUVqmjXTtEKaXHkgiKBD8TP0Vfp3Hu2hWpEiYvZO/eULI3b8YYP/4YCj6nB544AQXg5EmPYtyV+tJPdI8qEJbPVvYVY5Qpo4wmnTSCx5SYqDx2sp4mIQGRmvfe8ze8iPA87rnH37vL9+D++1FHI5v1ynHw7zwXZduIL74wH1v/7smTmH+8iZvWtimF1DTeefPcJDqOgw30qadUup4uY3RDgdNcS5XykmHwOoyULIARF2dm0mPZNmECohyS5vibbxSrqqnBuByLyfAaORKRjlKl1FypVk3VehG5n5WpxkLO6TJl8PesWVBWJk9W0SFO6WHI9h4sc5OS3FTTJmP0lVfwvLJlc0fV/vkHf3OEPFQKLJGb/n/hQrNDp18/yJysWSFLZBQpe3Y34YGMXNau7U29DjK8fv0VTh5+3vwsW7ZU16Sn6/F16eQKPH8kmyhj2jTIgUhgisTz+UuUgJzesgUpajVqeB1IpqwXE0NpTIz7mcr5fOqUW27lzYvo45QpbmPytdcQgcmdG4ZOjRqKlMGkn8hzdOmC9dSuHeR248YgIJFrhudkvnxK4e/Qwe2sq1wZxueHHyLyxPjjD/TVuu02KPcmVrxatbAeTXrDwoWQy0wAVrSouWYxFKKjkXnSoAHk659/uuvmJDJlgjHdubP72UyeDJ1FbyXA4Bp0Hr8kUWM5++yzbmfHb7+pFGHZDJ3B8ygUjXvevNCH9L2J6xiJkNExb55y1P/0E54bO8AZOXK4jcjERLMT7AqDNbwuJZgU06BUQ712RW8mGBsLD8/x48oQyZgRKQqyeLRuXeVR91sModKU3nsPER8WamvXmjdrGbUIR6m6+24Ib737O4/zzjvdSokeUSCCoOzWDf8bONB9fFPKB393167gsfmlO8ro4saNiiJXft7kIStfXqU+vfgiDL8qVdw1K9K7+MILENysoPC4d+xAylbBgqo/WzgNlCXuuw+KNnsXGf/95/Vy6b+HorrVU1SHDnX3PpKC+qmnYLTFxUHpEahOS6kRzVZpKtKgNJE6bNigjGndC216NvI6OCIjryMIuheR4TjwjnfqhAi3ZL/Ux/HNNyo6e9116pr81qgeLVu1Cko2e2xN465bV6VdBRle+nstWyJi/sorylkiiXOIEEmXrJ1SqfczvBISYIRzTWnQ5vzee4iaskLZrh0UAZm2xHNi714oJroxKFs65M6tGjgTmQ2vW24xe8g5ApEtm1v2sHK4b58inJF4+mncv7p1lcPmttvgTGraVEWA3njDHS2Qz2rECLwGRam5pQczum7cCG+/lMe7dqnIl59sk/jlF/VMZ8xQ72fOrCJjK1bgHvDzlNkGPPd5vEePqvVZvrzq7cX47bfgiNf8+TBIa9fGetWN1Y8/RiqgdHo5jqLhb9cOxqFeB8yoXh2y1q+mTdYz1qjh36KByCsjp09XjHZBUXCGnPOMo0exVzJDL8vu7t3NNTtvvIE1qmfDcDuVJUtUOuPjj6tG0nJ8nTrhGRPhvHfeCePG5CyMj1fkRNKpKSNKJUrA8VCmDPZA2SOQ5VfmzFirJsfCwoVu2avfy2PH3CnC+nOYMgXnNrEwm1CxIvbaWbPMzJ5vvmmuUT57NpjY6667IEv42UtDKmtWOErGj4dxxoQaRGZ9htfZp59iXw9qjp4xIxy1I0aA8EYyKD/wgCJ+OXECdemypYRkXPXDnj2IrP74o5k34AqBNbwuJYRjeMm/ZUobkfKs8UKXHjveLG66CQpSdLQSQMWLKwHOYyhQwE2xLhuIMuQ4+/RR/VRM/ze9V6UKPCV+KTREqheTHyWrXt/BNW16s1GTl6VePbUhccFro0Yw9urW9e8z8b//4V7r3nl+NnFx3sbWOhOSSQmOiVHPbNAgs6eUz3nwIMa4YIFKf5QpowxWiEwe/SBER5vHKD2QfsXWocgnTPPiiSfgzdTBnkueI5JuVz8f55vr4zFBH6PcHHlDlPNS9obyO3b//iq6qjM5yu8y+5opcqbfG6777NNH0V77nV83hOXfzZubCRuI/NMe/c6VlKSew5Ah6hllzAhZ0qwZvOlLl7oL9VkRPH3afdyRI5VRvXUrFDdmN5VjYhlUrx6O8dpriKay9792bRhOJgr8UMyW5ctj7X31lboek+FF5H5up09jbjAr3/btuDZO+y5RAq8nT5ojzbt3w1Gis8byM5HONRlJ5uPqqFpVpUDJyDsrv/v2KYKQqVPdczw52Z8hUT6HmjXhWDtyxExcc/q0Ugb5OGvXQj5xrWDRoohSffed+l6/friXzZrB296tm6pFy5MH+9akSf4Nf5OTQRBwxx34vUsX9/83bcIxjx5V+13hwkgDcxyMpWJFda18z6ZMwXvDhyP1jGuigxAb61ZwR41SdWBEXuX3ySfVHqTfe5Mc1ntEEmHPPnXKy7xqilTJcfilT0rUraucKFFRqizip5/MCrSsOeRr3bJFpSufOGHu4dm1qz8Ri25U1KrlZtNl9OnjjdIxjh1Tz3XPHjg3ZB30kSNYNzt3IqLTsKGK1DPOnlV92XivKFMGskOyKPI5NIchEUEuylRFP/D4pfzJmhUpii1b4jmYMk/0FO9MmSCPx43znlf23GJSrb//xrgHDVL/e+896B18Hj5Xnz7e2jUibznEAw9AxrZpg+ccSQ/DdAZreF1KMBleeuNiucj0VAg2TkxGRsOG8ExJ40imz7AwK1EC+csTJijWJiI3FT0jY0Z4YrimIClJpb09+6xZ0EtvY4ECbjKPt9/2fp6hC5cuXbAJfvihymWvWxfF582auWvJTHVWjRtDsHJKGOdGHzyIzctEn8+IicHG7de8snBhKFMcCXjmGf+aIv37/OwkqYd+bsaWLYiGhdOzx1TDokNGX2SdlcSgQep8nF4VHQ2FhREq4mVKA5SkJRLhKAUmQ483Xj/oY+zRA2kRROrZyCirhF/Ei9OcdKMnPl6ljDELHxGesX6OJ59U4/CDn+El02XlGK67DkqvHztk8+aILJqei1/Ei9NOKldWhv+yZZATEyeiHu6aa8zzfOVKs7Jw111Yl0TqHsvPscJ95ox3TW/YAMWwTBnvWvvyy9DF+zK9a+dOKHRSvkrFh9fg7Nk4Z82aytDeuhVGl64k+jG6+fU2OnAAMkyy8cl5blLmiFT0Qad05s9//72K5Ov9AMM1vOLikFYoo5kMvS+Z9NjLCNTOnbi+xYvdx27VClGxvXsR4ePIAx8nWzZ13m7d3EY2z5nff8f+9e+/ZtmQmKiyBPTGwXIsHHHjuTNkCOann1NF4rff3G0/GjdWhDpE6j4fPIhIkjRe/CJe332nlFV2yOifnTPHm4a4bh2Y8/QIIo8jHJp3ud5iYiBL2KkiiR+GDMG5dMcnkXeuM0MxI2dORI/YURoVhVotvn5+vuvXw8Hy3nvYa00poex0yJQJzkfu4zZ2rIrcEcH5IB0UsmXEoUO4n7ymGGfOqL5s772HWrWDB9WYg9YOY9cudzTPD3ws6eyRfby+/dbtcOXxy+j6pElux3VQLSZj4EBvWwMi5TyQhpeJLbJMGcxR6bz+/HMQvvB3rmBYw+tSgu6Zmj3bW2wslbIyZbwEEERuD/YzzyD8v3EjPj9hAjyLsoD7n3/UBp81KwSTPO+LL3qLr4mgFD/yiGKVS0pSntiaNfH/UEWasq6pTBn/z+ne/MyZ4QVNTFRGVlQUvJnsOeSCzqgoCIyWLVWBa5AREqrR47vvmr2eep8f9iYvWQIhLvPJCxRwE3oQ4V5IdjQTpAIYjjHFCBXxeustdyrT66/7GxhseFWooGokZMqS35hYUD//vHnemqAbXpEU5JYs6TZGJExzzVTzaEIk6bhEmI979kBRyZ/ffQ2SwpcIa0nSaz/9NCKs4Zx/zBish6QkRBRk7YwJ8+Zhc33hBRgapoiYX8SLj9miBTyesbHwFuvXY4qUR0VB2evYEQoCr7eEBG/vHCnvmKBl6VIvg1dCAqIAGzeaswRCrZPERFzrkSOYc4ULm8k1iNx9vEwOkr//Dja8ZH2Wn6zZtMmr+ETSIDwcxUaPVjkOlPNt27y1J3IeLFgA5do0hm7dMB8+/9z7PRMSExEd5ewKx8F7b70FRxwb7keOeL3qc+bAYfLOO+5z8bM6e9Z8HxISvGtj7VpEpWTUnY0yrt+JJFWbyJ3OzGOrVAl7LGdmJCS4GQvlZxk8n1evVvPtxAnsfzIDgQhssDrGj8e+aIpMRUf7t5yRGDAAa+v4cegHn37qNdK/+QYGkV+mSCgD79gxt3FKBKOBjQ6+D7t3w8BjnSWoj1dMDCKgzAYaH+91dknnEN/fmBh/UiL5fN5/H7Vbr7+OyNGePf5EPykBn4t1LCJ3mYjf56UewT0YddSs6f/sQ61b6UA0MXea6iClgbZhg9fxcwXBGl6XEvSIl2nTyJFDpVDo7FfsmWHK3337EBGZOROb7IkTIEx45RU3uca0aarWgc8tw89NmgSHhaWyJBWOAgWwWejClLFjhzslQV5LwYIQ8HwPrrlGCRC9PoSRkKA8O3FxUArr1EFu/ubN2IC434ffJrp6taqLCsLWrf71d8nJ2KQkU1FSEhRoLlht2dIbldm9O/S5pdcyUsNLIibGTV1sUqL8DImg3HS/Y+nH86NtZzRpgjxzPe1E1loxeI7I1IaGDRER5BQwP4wZg4jI1q1qQ+bri9TA8nv/vvug+PTp405lIjLfq5tvVhttgQIqiswwjWv4cHh14+OVkS03RhMaNFBOC04h0eEX8ZJz4PrrcW2mz990ExwVEkWLglhh6FAoa6yQnT3rbnROBMWS22bkyIHf+/XzRrzkfdRptqXhVaCAWZYlJcELfdVV5vpAVpSJ1LH8CuoTE9U1c/2KVDqjohAxb9vWX/ExrQ9uQkoEBZEjBvXrh+c9D4XkZJUuKlOlidxyZ/9+yDG99cjjj+OnWzcVXeXnqNcfMxITEbHgiLAklCHCGuY039dfh0HHdboLFyIiwhkPHIllxf/RR9X5pdMrMVE5V/7+G1G1G25AKtTQoZgj+fOrcRw4gN8lTTxRZIbY0KFYa6tWuVtjmJ6zLh/4GmQWR+fOcObJcgAif5nlp6hzY3FZK2bC4sWIVC9fDkPx+ecVqVE4egtReJE1nZiJSBlefB52xq1Zg8waUy22fh9MjJMMlmXSGIiJ8e/jJY/NY/nqKzgB6tbF/DGxDofCvfd6SZkifZ6mrCm/7Jl331Up0TpC1THLefnqq16D/4MPvN85eNDt7NGdBlcQrOF1KaBePSwkDt0/9RSKMvW0DQYLtoSE4DSzxEQlNLZvV55BRosWUDo5Hz8qShX9ywLVRo1QiK0jIQFhfPbQJyUpOnhZtD5liiKNkNC9qlJB27cPBZiSxU9G8qZOxeYjDZVFixTFfnQ0hNiCBYg48CZ5770Q7lu2YMPhMcg0q99/x2uQcfDqq+76iP791f09ftwbUWEvWJEiiMTwJiRTgvwMmsceU6ljP/6oDNBIDC/TZijbEcTH43q4H0+xYuEZGN9+C+Et2wCYetEQYWNjYV22rJdYQuL++9HLKZw8cL42U0QgaANxHJync2evcSOPoSNSg4wh57LfOTZsgHOA17UpdcV0/ocfVtTE+uf++gvzRCcbkDh40MziKZV9xtCh7toKSdwyfLh3E9bnqE5lzorBvHlqDPJecsrz6NFIZ3r5ZW8/QJ1YROKZZ5SRUK2akk2yTuqZZ9Qx4+Oh0Mn0nrffBhkBkXqOQYYXp96yAiaVzq1bcb7vv/evPTPJntdfdxewc/pgxoxKdrCcke0bwkVQFO277/B8mIhC4qWXsP7Z+Jbg56KnPjJ43HzvZcNvIsxZro2LigKJgQ42zJKT/a+7TRv1LBITFUvcu++6mdhiYvC//fuDMx/uvlvJ4YcfVs+bGT51vPyymXwhlOFFhPS4xx93N8hm+RAuCyjPWb10QTokwoFcy3qGjjS8TPtNOIaXCbwO8+TBDxs7iYnQVW6+2d8JevYs0lxlLSERsoC4Fou/K2swZcQriOBMz8jYvBkOgUibmXN5xw8/uJ2FfgZkKMNLfm/ZMsxXrq9iZ2b//iraWreuOxIfTsRLfka/R6ZU/2uucadAhjpHOoY1vC4FzJsHIcJ5yM88g835jjvcbFFEUExWrsTvv/yCCI0fXn1Vefa2bFGRMBaK1atDqWc2shYtECl69lnvsaQhxTh5ErnrTCmalKQKe3U6U87Dlsxn+sJbutRtoMn0OMeBUHIcRPz++ANGo16LxQJg504oiKyosKCKiYGX+fRpCEcW6nLDYmXflDsuIb/DaTCLFqHwVkdSEjzxPXogtZNT4NhYu/VWc80EkXsTu+oqlXoWruG1dCmololUcXP27G4yinfeQd0DF7PHx4c2vNauhSB96SW38jJqlDm9oUYNzK1XX4Ux3KaNlwmPESpaI2EyvFasgJKmF5qHwo4dihbbpMSsWeOvpIQyvDgKFWR43XsvvO/sUPjlF7eh0ry5Oe2X8cor2ED37/f3nJvw999mcpYOHeCIqFcPf199tddIjY52KwI6pbD+DKOjMZbjxyFDpBeUUws3b1bvm1J35NxnenuGiU3u7FnM+cyZvZ5z/o4c54AB/rU2fK158pjnZ1ISZNVzz6mG71LpPHBAEQv4OVtMilWGDGbigehodc1Bnv1QcBwY4C+/DCNPR716bsOecfPNiJCZaogkWZMJCQlwJjElvul+yPUdxGqYnGxegxUqhB/B0Ouig8CR1TFjlKPtoYe8+yfvDSZjRL+e1q3dKaZRUXCMyqjF7NlKTuvf9zMKdHIGBs/fjz7CviJp3XXoGTb6OaXhZXJKhErh9wPv0QcOIMqnG/GZMvkz9Z0+DR1n9Gj8zvV5Un7oZCr8ezjzxXQ/IkmHJ8K6qV8f11m+vLvMQz8WO2pM5x08WLFX69+bMgVretQoUPkTYc1xRD5bNvU+UWijqHBh7zkKFUJqfFyc+/02bVRvWunMsoaXxSWHHTugoOuh93//9Yb4/ZA3r7mBsl8nelOuLsPkSdQ/m5SkQszFiiEF4LrrkJbCm4D0oJvOxQYCEQyYDBkgZLZvB9NZ+/YwPFkB0D1+Ukg+8ogqBtXz0XVvlqQwZ0XPROwgi7nl+Pn7M2eaPXunTsHwuPlmGM+ffQbv8fr1OM4vv5i9yUSKcEA/b5DhJSN4xYqpzYqV+KNHlREmwdccH4/oS/Pm+K7cNPkeSwVXn4tMJ617gD//HOfevx/fnzbNTZd///0w6JKSEMGpXTuQ2ncq3aX6o8g5evQojNnrr/f9LjmOVxkwEbEwSpWCZ9uP8COU4VWrFq5XRvH0NaD/vWCBIqRp0wbGkSndUmL5cnjEixeHkcsRyFDywm/t16qlelOZlEe9VYH+GZPhtWsXHCB580JZuOEG1AXIzz7+OIwAZnM0nZfI6301EU889BDu48cf43tr1sB5w4pMjhzeceqypUQJeIY5HSg6WikrshaN0+c++UTd+5gY9305fRpGh66gzpuHNceGrsTp097GqkRIE2NDTo9ohItHHkHk9+hR1MEya50O0xyKikJatak2cvJkfMevd1Biojvd3HR8jhQFGV7lyoEdU5/Dv/wCh+OSJYpuP1zDKwiTJ6s6mlat3OQf0jCoVy94vepzrFcvb+9EIq9RMHgwDEN2wprGL+8Ff//UKRgfW7bAofL883gvJgZrfORId7ZGgwbKAHUc8/wzpbfxupJGhF/Ea+5cyGo/6GQhunyJifE6oE1jkvqN3Dv12kAirN9QES/d4cSQhDhE2C+GDzcz/33xhaoXL1cO63fFCsiAFi3UGNmhwpF703mzZ3c3YdexaRP2VlM654wZbpbJUKUAzz/vpvtv2BBy2uR0HjlSlZtIGRGpgZqOYA2vSwHjxsHDzalrmzYpprAgOnmdoKBUKa+gCTK8tm3DxsR1T2PH+lOchurjNWsWIlBsmOTMCe/GP/9AKHLNmJ4ipEO+1707lPPERBxvyhQYNlWqqFB+kOFFhJTNatWUAPvlF+T+8/01jSFrVvxI4o9MmUCBKtOxkpMRTZIC6+hR8wYjBU5UFJ717t3w7C9fjmduGssLL0Awc/pGp04qJaJ4cX/D6/PPIexHjHDXkYRSLNiLe/QovOuPPYbUG7n5mWjh/YSo/jyuusq9+eXNq+pJMmRApKBIEVxn8+ZQQoYMgdJkIMroQgMUe1g4dS5SMXUc7/yRG5q8pk2bQrNBSWOX+8bpcBwYwlzs7RdVIcLGK1sKyAaWOvSUQMfBeN59V6UJp8TwYtp7fubbtyOaLZnBQhleDz+s1hsRoqtSecmfHzLitdfcSuusWW7FUjeSZ81Cqky+fO6x+xkHRIjO16kDQ69NG1Uvmy2b2UBkNG8OQ/Chh9w05SbPvl/U5s8/lUHVrx/kxFtvQab88gt+6tWDcS1rbBmTJ5vJYqTDhmulgsBpvBJdu8LJ4cdq2KQJ1qmMihYvjnU6Zw7WtakpPJHXYNKNVPnsgqK5QYZX/vzmaF9UFOZVixaI6Pz2G+6RJDaS13ryJJ5B/frmJsUmzJihUraefBJrnxG0Lojc8qdfP2+WRWIiojWyjUZ0NNaTvlc/8IA6XlSU2+CT577/fpyHmw1nzKjuQUICot8FCuA8Awe6s070DIIdO1QKs5TrFSuirk4yqfo9u/r1zaUIDL3thr5O5871Nvs1GV6y7lWmQ/J7kuRkwABFw6472kIZXoyiRaFb/fUX9jHdgUoEHaxLF6wlNmoHDMB9//FHlXar18/JNh3y+vQxSvTvD7kXKg1y+HCVVh2EqlWRoeF3PjkuvofXXKNIa2zEyyJNcd998Fp27Yq/77xT1VD4eVvy5/eSVgwZ4hY0U6aYDS/G6NFouCip4vVCeIZJmZDnql8f0Q0+j2SOkpCpKvr/CxTwL/Lnz+pCI5RnhghKOwvIEydUg0gidT+lEVunDjZg2Uy1VSt45LkZMo+penU3Le7HH5uLRmWKULVqqlB60iT83aiRt8Zm5kykgEiGolWr4AHOlAnecdk8sUED99jat4eXvkcPlbp27Jj7O6FgeoY8F/wMr9tvV7/rxsqNN6rP9uiBOcj0+y+9BIEvU9X4+ebL5yE9eJIG0i4SSqdeOxTqeo4c8aalNWyo6v5kjWVsLLx5vXv7z9EOHWBEf/89PLgmRVBS8Orjkf8nwpzlDatLFzdBgA5dGTER0KTE8OrcGXNt4EBF+DF4sFvh0BVifSxXXeUuGtdJeCS4BQMRouVyTNWruz9brx4iUJkyuQ1q03Wa7sHJk+7noVNm603YibxykKnGpdHhV880daqXwS46GuO/9Vbl9TeldJUv721mro+NCOuJHQCmukUi1Ku99Zb7Pb5WU3N0Ipx71y53rUyjRliXstePH6pWxT5Tt666V089BXIVPtcHH7jTn3UEGV56Ki3LW9mPsFYtGJc5crhbl0jF/uxZRJnnzw8/bXP/fsgEmarFmDtXMX36GV5ZsmBMLVtCDkrj5vRpOAhklKJuXTMpwsiRbkVd9g3LnNnc15PIfU8nTMB3d+2C4akTMOnXUKiQyhCRxkFcHPZUvUWF46D+54Yb3P2ugqIfZ89iLBx9M9WiSsycaaZCb90ae2eOHJAX772HucFylev+GHXq4Fx6Y+A8eRBVnzQp2PB6/nmkuZYujXX5f+xddbhUVfd+Z25wueRFursERFJR6QYFUUAUAUUUlBIVDEKxEBUwERsRpaUFaVFCuku6u+PGzPz+WLNmr73PPjNz/fL3yXqe+9x7Z07ss8+OFe9618yZTtKaGTNoX5Fze/JkPWcacBpeZco4WQHnzVORPxtBkJuw3snChnM0Yq4X1avr+b9Vq5KziB2NuXKpCPbNiNdN+a8QM0kVcG70vInYYIFmPYXFi5VnxxbxshktbspZJMOLr8kQs927I08s816nTrl79d3alZioQ9GqVaOF2swVi0RxzgVbAfUs3NcdO9qhEG7Pt3On8zN5/+3bnQvroUNOspHLl6kfZY0rk6Ahd26VG1asGP0uUYI8x1eu0DXfe09twu3aUYQ1kjRuTN5Kc3FfsEB5pd2iDG4KIuCEOXCR1MuXaRN6802FBwfIgL98WbH1CemGLzAJ7VRUJJJhUayY8mJXqWI3oLZvV+yGmTIpWGAgQOQBQ4a4G14AbTQdOpAT4to15/fcxhYt6LnNYr8mVEgaaH360Ps3aw8Bupedj+diqpEKL8tz3D77/ntVAzAtTdW+8Xqpj1q2VHPIjdWM2507t7vhBagIZpMmdriUTcqVUwqELTr/++9kvEiCoWXLFJGOWRvMDXZoroOmo2r8eB0uLcUWQUlLIwdAWhpFZBISCG5WsCAp7KzU9uih94Vks5OEE3FxKqJkc7Y1bkxGcLZsejS1fHkiqYimjheL3x+Ztn7oUFpzjh2j6DnnTwJkoGbJoiuV/LdbmRS3MbB8uSoVAqh+k44Uv5+UaEYQsEjni3y/tujhqlV2yBi3j0VGZ2VOrileL83TS5eobZUq6VDDSPBlUwYNUn9Lw7FsWX1fypyZDI/fftPb9cQTZADGxVFUsHx5fXyZzyD/792b9pZWrch5Vru2Hc5+551kIIwapc4zI7BbtlB9rNGjyQGWmkrzdckSGhtHj9qdxPfdR2PcjBQBBAGMj6e+njRJ6QX8DOHWFykJCRS9at6c9J3Vq+0kUDyXDh4k4/n55yn3HKD88yNH9Fqp5rkyH9g0vAByhkl4/bhx5PjlZ3WTSZPsEXWWLFlofzLnoGQmfe01eh/jx9P/y5aRoSpL0gAUjWfCLoDeIz/DzYjXTfmvEFt4XC687C0CyDsj6coBWmxMY+jgQbquDMUzUQYvNBUrKuiQ22QIp5QBFMkaN07PDbCdY4NyuVWqB0iJbd3ana0qQwYn/CYuTlc6vF5a2K9eddaXsCmAvDCwZ/b77xVzlpRIDFK2+7DYKF7vuEMpnZzLVqaMMmYBpQDajHN+hr17SbkqW1ZBVPi7aFkQX32VYFmmEZUhg9PDGe5vU9av17/fu5fGzKhRKprIEa/YWDI2smYlA9tgpqqCDWiFmSriyJHBnDnt3v79+9V7mDXLndjAFi165BFlkEWjDEmlVkogQJtt794UATFzeWTfTJmiDGb+3MxnYjHJEAIB8tqXLKmMMvM8s26Xm3LNwn1x44ZSID74gJT4QoWUc8JUzlavJqOI35+MTpjjUTLOmVEMc1P//HOCz/A62KIFjSOGv0g5dUqPVrNwzsSxYzS2Wdkw5zDPu969FUmRTcIV/JZKMcujj9L6FxdHDpLkZFJqHnmEIGEcUevVS48Ey3clI07Jyfb32K0b/U5Lozl96hS1hxXG5GSKorgZXrYxt2yZe80mTtpftozWryNH6N5M/Q7oFPIAKWU8J5mwQ8rMmeGV45kzyfFWtSqNRRMR8tFH5OgoW1YfowwXfe45HeVg3qtCBVqH3IxN6VR69FG9PEIkmT9fsdmFg83ed59u1LGzIymJ7temjWKLZYcdE3GYesWLL+pRMRbeM9auVXOmf38yYk2im169lE5SrRoZbaVLqzkZDbum1BlKlaJ1vEIFcnJ1707rv1xzExMpombTG2bOVMaH+cwA9VE0FO0yIhpOKlemsbp8ObVVyvHjNJdtEEOzJIcp1arRXGSnGc9ZdkyfPElj5sABioCyrFihUla4f8w9xozuyz6Ki6O8sy+/pLVROl67dVN7yenTtPbL/Ex2YoWT48fJ6J42zV4G4G8if8nwOnz4MJYvX4758+dj/fr1SI4WC31Twkskw2vOHH0iMKkAS9++pCAwPjdbNvUdT7Ry5RQkjZWJsmX1IsiAM1RtYxaT7ezdm7zJcvFyy3FhqVWLYHlmQUOWKVNoo54xw85UBjgjf/xscnNkjHFiot6+qlWVV5DztKpUIQ9l8+Z6ZGjMGPX3E09QNMiN6txWrNgsVmqT+HgVtRo/3kn/D+hFflu10pNlJYQSoIWNvU38/t360fYMto1BKk5uSel/JbJiS9qWcC++pq3OmSzmC1BEKhqGQbluySgbn3vmjOovSY/r9nwDBtB1q1RxsnrKcznKYTpObNdmL/UnnyiF33Z/Ce8AdG8pQNEjMw9s/nzy/vPntvci+5EhPhLqIzfwhAQyes3aVBs2kHea3zEXKzbPB8i4kPNOtkkqxQApg336KPjxXXfR/1IRYYkEGytShBxXDAE21zuJDpDzwuyzY8fc6+bYROaRSuHryqjp4MHUt5Ur6wyCck376CMFN5IRDj7m8mXKVytbljzfsq1+f3QRrypVyJi+elWn4Gb57jvFrsbXOXOGlGI22OvXp7VJQuZefJH2uIYNyeH06qs0pwBq1z33UFSrSRPncwP0jtasIUPD76c2yBw8yczLBkvRoqQ0BwJk+EovP1//xx/p+zlzaK+S+YpSJGQxPl53ADJxhZu0aqUipW77P0D7txzL3L/nz5NBduqUeidmLq5tfkfriGvalHQCk7ly9Gi7Q0MWojYlEKC22dboF16wl9GxMQk+9BC9C0mDDhDpg1mXVAqv+5Mm0TU4ki/HyuHDZNTce6+zxtmlS0RQIt9n1aq0Pl++rMbW8eM0hm3988QTKrc+nPBakzMntY+ffflyeicvvKD3zZ49ak7xuzV1EZ9P/0xGDrlE0ObNFOmUTp1339Xp6vnvMWPshqqZk9uhA0XA7r2XIm5u5Tj+BhK14XXw4EG89NJLKFq0KIoWLYo6deqgWbNmqFatGrJly4ZGjRph8uTJ8P+Nw4f/sNgWSLnImnTPJgseGzC2UG7lyjRZZdRAwmd4kpYuTfhlU8HNmJHgUxJ/njkzeT0Yv+vzqTY99VRkD3qRIjpdPpMAJCTQuQ88ED4s3aULeWA4ybhBA8qzefhhHe5jY6p77DHy6PFGywZKaiopN5Iww5QcOWhxz5aNlL2KFfVFJCaG7iPfnY1JyBSp+LgZDlLZ2L5dwWhs+QVS3HJUpEj65O3b7X3+7rsqCiajipIWPlzEq29f+8Zqg73GxrrTBEuxeaAPHnRvA5/DG3Dx4rSJsgHCz23CQVls7G2AMtJMprFjx/Rry3xFWQsOIMeKhHREEz0FnM4LaXhVrUrzzDTkc+ak+d6hA80bs3in272kwdq2Ld2HldHvvnManeY7PHLE3fCS/z/+uDpu3DhnXosstrx2LeWH1a3rHCMDB9pJKR59VM0bjjQXK0bGkAn7lYaYdLiY3uy+fXXyjUhiEgewXL9OkSLJ0FiyJBnKGzfqnmY5d9gAN9/l0qX0e80apZizUcMSreGVLx/Nd3YSSSlXTr83X2f1ar2O3P79BJWaPl2/dpcupDRfu0ZedY7U8XWyZVNOwTff1CHgfMz69TSfN2xwNyy43995x52UgOdhhw70e9w4Qoa4MT5K+fRTUq75/g884F5Hr21bfU65ObG4HqatXiHL7787Ia2HDlF/V6rkvHe0hpdZ2Pzuu5WBwZ+tWEFGqgnlNGXtWhqz5vhJTKT5yA43j4fm08mT+n546BA5WEaNorFmqxvZuDFFdLNkIUeOzLuuXZsU/y1bKPdq/Xr6XI7bmBhaz2fP1utqAbRuP/44rdXjxlGO2L59ZGhnzqz2xUj55+Go+1kilZtYvtwZacqQgXQgjnh++KEeLX/oITtcXcpHH9nbx4ghuY/Z0l4yZqRxOHOm+uzbb1V92EgQ5f9xiWrW9enTBxUrVsSePXswdOhQbNu2DRcvXkRKSgpOnDiBuXPn4u6778agQYNQqVIlrFmz5l/d7v9Nkd4EgDZJ6W0xo1DVq9vrJcm8kLZtiUwhLY0W3pUrFZkGT94//1QeoqxZSZmQRA2lS9OGvnmz7jVMTKRIF0MZfD7l7W7blhYiM7nWFBlB4YROW+6YTQEsVIjux7U5rl4lLxMvsqwAeTzkgevUSSWVh9twItUbGT5ceap/+436RbI32RLUExJo0ZGKtEm1vmOH3YMsRS7mEjJgwnJMibTB9u9PHi4mBghD4c6QvkDNO9CyRQBt7g/ohl84w8vjoQ3R9CLaIFomwUGka5uSJ4+eUyIlXz4VceL3bSqdbk4kt+Rul03y0fwLcXDtKVypfDclo8tnkMQ2AHn95Rx76ilnnkS4aN6gQWTMlSkTus+uPR5nt6WlEWtWt26U3C0LuEe4V0A+f+7cdL+VKylqbst/Mceex0MKUfv29hwQlixZFLRVMuGZ1/X56J0cPqznE8hnMA3YPn0ousXzSdYCy5/fqRRKJ4ok8rApVzYPtxSm6/Z67UgCgCLk7NBicctV9XjI+fTzz2r+mvNGRr+4zWauYiBA+aLbtztzT+RcWL+eFE3bXHz3XVprmUSJzzP7n+d7airlTpq1815+meCp0jHB67xkoevfn5RfQI1Vm0PRFLNw8759pCRypMbjUfBddhRFa6SwfPWVcsaEc0gvXKj/b4t4xcSQc2PCBP29mVBPNlSlTJtGSjBHG6VE+0xffaXnbcuxyM/20Uek8M+bF56B1Y1Y6Pp1Qi3IvvrgAxq78rNTp8iY4EiVRPZI4SjMAw/QWsPtXbuWosKmbmFG1SLV8fJ6yfgbMID2//feo3nr9dK54WDH0Qrfm/Otec8KB2HNkEEntXrmGef48/kIcRTuPYUTGfEyuQUAlb8nRa5JGzY488f/RhIFJRwQHx+PvXv3IpclNJg7d27Ur18f9evXx5AhQzB37lwcPHgQ1c3w702JLCbU0Nw8bTkZZgQkJUUlTl65Qouu30+L4qVLNIETE0lJ4oVlyxYV9uZ7y3oMjzyiPBU2pU/Wu5CTsXhxMuratNHpcFkOHNAheLaIH/eBNNBYbr/d6f3j+99+O3nxf/uN4CQHD6oNGnDfcLZtc89bkHLqlK7QDR5Mz/PNN/TZyZM6rC9jRoIdZMlCSbYdO1J7ZPv37qWk23AiixNKw+vKlfDnmWMpNpa81gyh4z6PJichOAZOnFBddeGCCNSEUzK4vabCav5fvTqxnrE3ksVMwgbUsxUtqvK8qlShqMW2be7GFxsQO3bQD3sIbZBf23mmuBhE49AJANDw3EIsvKeUHhGz3aNaNYrGjBtHBmKmTJFrHbFkyxYyUnxpAcQAuHjJg127DK6AK1d0dktb8VuXZwrcSIY2miStcjhGQZa8eRV5hClyHGfLpif2u11Xel8Bp/ElIzks996rkzWw8cZG1aVLurEn68FJw8umXIWLKgPkEb//fvp78GAnwQpgN+gkBTZAitOKFTRX2FHGNfHCeZTdPPF+P31niyAUK6aimseP2x1qHTuqnDRAV/jMdYXJWdLS6NpVq5LTydz7du0iR0SjRuSUyJZNwUHnzqUfhslfuEDX4jVAkm306KHDpjhqvXUrGX7MXFenDs03qUwePOjOSBjpXbNMmED9aqvpZb4PN8NrxAg9Cr95Mxk5Mp/Ubc1y2+/486pVnVFeKd99R1FjHqu//qoMUpve0rYtGTeyjpd5T7Otbm33+3VSMT5//34yjiVqxhSOPnk85ORg6K7cO216R0xM+up4/fwz/UybRs6kiRNpnf/iC/e2mdK5M41nrjcHqPH12WfUjkGDaKMNt08zYkg+iw2l8emnlI5g5kJGI1LXMiHggJ3p9Pp13ZHy2Wd6uYK/kUTl7nj33XetRpdNmjdvjgfTQ1d9U1ROAsPennqKoGwmLbHNa2H7jCU1VX1/9qzyQvBAr1GDElHvuov+93ppEn39tQ6XYaML0Cd0cjItwEw84fMpY0Mm7U6bptO78jXMOiScR5WSotcjAez4+H799EV39WrCPfOzVK1Kivu0aWqRrVxZ1c8qVkxFF5hq1+8nYy2SdOhAm+CECbQYPvyw8sh6vc56LPzM2bIRLJFZl+RxbpGM555T0LHRoxURitw8JJTAJraNV9Jz+3y0yJt1WmwS3AwCAeBezMSTGAPvQZGrEi7K+f77tNgXKKAreKby8dhjNGaiWZT5GBsEJ5xiJPNbypenZ4+Lc/fImufNmkXvghW9CHlll6/FOK9r3mP/fmoHw4U8HveN3yaWpOkaWINSVbPoVN1mHtK1a/bNWUJIg3LwLQOGLJWhBQucBDbm2HvrLff2Sw+szTCzXdckHDH79J13lAFfqhStUQ0a0P+c4P3aa3o733lHv8bjjyu46D9qeO3cSXN62jRaj2zsgzbFyswdZaeJhD7y92zY2MTN8AoXTZ4/n2BNNnnhBbqfTdlyM7xYzMjToEG0RjIUsEMHHUJvW5s5apyaqpfekMIU1izs8Bs6VKcLz52bjP/Ll8PPs3btVHSpbVs1JqRjTMrAgaRY28TsG3nfHDkostOzpzK6SpemfS5TJrWP2M6Vwv1r5iXzmGdm3Egi8zcZzm1j3vN6aZ5LQ9xsS7ToBd77EhOd9fbefpucIrYach4POVN+/JEMIRldlk4MCZ9kiTbiZb67lStprsjnjEZ++omMtEmT6Hx+r2bpFn72SBEv0xHFxlGnTjTGAYpicnmL4sWdqSvhxI3kicWk4AdoXpu1Nv+mqUnpjJ3flH+J/PorTZSnnqL/Bw6kBe7ee5UyDzgXqokTaaJKkQNZFsE7elQl5/OCcOuthKFmLO+jj1LUwNyk3K5/5gwpnr170/8+n4JBSGYhQC3YMhJqTrpVq5RC5Bb127xZGQwHDuikB1I2bSLFbfNm+p8XqowZKYpw/Tqdz4ai7NvY2OgWzdRUUgzeeEPBG3ftIoPQlORk8q7edRdFyzgHjZXQW291GmsscqPJlIkiZ+bn4WT8eHUOG9k5c+psRyNGkBL5wAPu8CeW4GYQt3kdZqIVxqA7YrZsVN8vXGjfcFl69qT+6ttXhWHcvL7RPKPN8Nq8mTyObsQtgJPtCaCN2sxd4K+QATWwWvXhfffR3OVNLYLh5QtYPL3mnL7jDso14AjxqlVqjGTLRrkLDFVjke3s14/m8+HDCPjU5zHXrugRWNPwWr5cX2tY+vcHVq9GIHjPrbgV14vfqh9jQuDMcgq2PC72mJrPnyuXIk+IlHwuoYayD2zkFvzZnj16LUGWixf1dtoo4fkaUnm1GV5u44DHTWqqvdafFLeIl01sjKzpvTZA7+LGDXK0DRrkVDjvvtvuwa9blwxaSVAjrwmEN7x++knBxlJSnHmPkiQgnMJpM3gTEsjBZr4nt3ckx6ONjY7F41E51zNnqkjQ0KFqP2ThfTia99e1q26gZcpE/0uDZ8IEiq4UL+4kjbEpsrlyRb73/PkEmeP91yYmwsbtnpHGoFseoZv4/WTQXr1KY8O8fpYsdvIcr5eioA8/TD+HDim9xBbxkvNCRrzSY3iZ30cjJUsSE2tcHM2lxo0VIyHfWyKJuH1ukiGDs29XriRnz9ix6nk/+oigwQCNL1vutZvkyWM3nPv2dcIXW7WyM7oC6Usd+B+SqEbG7bffjipVqkT1c1P+SXLoEHkNmE4U0EPQgH3zkANZRsxsdbzMc2xY3XDXN4/1+dQGCpDnvnJlIm3gRa1evfAeL6YhdmPkGTWKIlss4Tb0Dh3IOJXXMz2w/L8snhiu7pfMs7P1/yuv2Nt09CjlsPEG/fbbpKycPUv9sHWrU6FmMXNvonlfcqMuU0Z5szih/sQJBXcyr81KyuLFtCGYuYXBaIzn4gV1ms9Y6G00xSxHjlBk5+JFSlzes4dquwAUeVq8mDbT336j/mrf3vVSE9FO5RhKZkSfj+CGNlIFlqxZnTBEN5pdAOtRBWtQQye/ANS8jGB4rT1bjIxgGTFxg9tw9EnC5p54ghQkk7bYvO/s2cC5cwgULYaP0BPLEDQw5WZsI3VwG0s1asD/IRkrAXjgy2zkVJgKiDlnzbn03XekEMfE2Dd7mevZty8Z8SaVPKDPYdl2nvNSmjalnDaASBn4nbERVaRI+DpeADlHbr+dohAsNiPGLeIl12D5LiTMc+5cMjyZElyKCTVkkQXcozG8bOvTww9T5Iqh6m+8YX8Om7LMkQXbmFq6lKIRso1SUlPDs/0BKrJky9VjyZdPT+Rn2b2byF5OnNDnrdtcDRc5lTJxotoznnhCnWeWsmjTRtXlcns38vP33nMaboBzfn38MTlYTIXW1uaYGDWer1+n9WH7dlp7pbE8bBg5zSRNe8OG6nkCAXIsmtKrl92J4ibm/j97Njl83cS8rjk3Y2IUk6cUhg/zPTNlUv1oi3jJuZw1qzt8OpLhtWwZ7Zty7f70U3tO07BhCsLLutGUKWSANWvmNCijMbzi4+3v4uRJ2iMlmy4/y8aN7k5sm7z1FkF/mb2UxXS4JyQQgY6Ni0De/28mURlerVu3RqtWrdCqVSs0adIEe/fuRYYMGVC3bl3UrVsXCQkJ2Lt3L5qwp/KmRC+BgMIH88Z1+LCCwMgNwizoaMKAihbVJ5zcOG2G17lzxIjDOSezZtmT06VIEgd5r7lzaTNir67HQ4v8pk0EKWRGMjcGKfMzPu74cT2ZmMP48lnCeZbeeos2bl6oVq+mjY0hK7YN2ONxKlT58tFCIxc827lu9NB8LD/XqVMED9y1i/KLTp60ew67dCElkTeKoUMVHDBnTvfN7ptvSMH97DNie2OJtND9/LOCbeTNS3kb0vgHlOGFMEZ4OOFx7vGQd6xkScrnSk0lAzQxkZSVRx+l3xMmEKzFwrL0ECYow4shmOFEzgPTg2uOI9FXDeOXoRnCMF0CqrA0QFBJW95dWhpBLLnAt9lv8v3UqqXY9gBd4ZcSF6cgtiyBAPwVKqE3PsK7eMF5bRusMMw79Pvou4rYimyLpukRTXMOmv3YvDkRBbE8/7waAzYFQipEy5dTIqHpdALIe/vzz9Tvbkxw8pqcJ3rxooI1s1JfqFD4Z5gzhxTExES9JmJ6oIZjxyrI9ejRai1dtYpy+GbPJmVr3jxnqRCAnAQ25V1GyqMxvNq1I6+6lFGjKAJsY4AF6Phbb9WdXgBFaJYuJQPWXJsBUrwyZ3YnGkhL08edXKtYOGrt97srnEWKKAiVlNy5Cd7UpImuFNry6gBa65o1s+diuclvv6k9tHVrchawSMY3t3fD5D7t2jmhgFeu0LiQsHyPh/bV2bP1OoutWqlrZcyonE5pafq9772X1qBGjez1Ds+dU/387bcKEh4IOBlbWSSLaqQxaBpeLVqoItNt2pDxKcWcz+bc3LFDn5NSeJ0z7ykNL/5MkpwMHJi+HC9TZsygvWb1aoI59+hhH1MnTtB4qVRJMY+OGUOG9dy55JSx5by75eQCBPW3rYHff0/fubHyskyfrqeXuEnduk6SLFO4vfKdSXbdmxEvdxkyZEjo5/Tp0+jduzdWrlyJESNGYMSIEVixYgX69u2LkzJqcFOiE5+PFJPmzdWmXK2a2sTkJJGD97bbnHjZyZP1gSwJLWx5BMuXUzSF4Ypnz4anGa1aVafE5XtlyECblRnNsk2qTz5x1hdhfHmZMgrOw89qMgyaRffCRadYTp/Wj5F0wLxAyfot7MFlGmGAonbDhunMUDbDa906nZWOhT37N26QgcD5dl9+SVGeLl2cHmO/nwwoaczt2qWUxQUL9JpFsnBsIECGS6lSahEHqD/dvE+mpKba3yHnH7lFPyUtPUvlykqp4vNfeEEpQzExpIwOG6YoseWmVriwY7MZgWcBSfMgobVuItu5Zo3uKfX7SQlgJUfkoJ1NzYY7sArP411njRqOYA0ZQpGZL76gvrcpNaZjIZzhlTWrUsQ6d3YWSQ4nfn/o0n5e5v+K4dW8OeDxwPPbcrwGWhvyff6qrlyZc9BUvHLkcFeM3Fj6uD3hlLl69cjgzJZNz3VxI/iQeQdmBNyMJpntioujPDjTmLYRt5gOMpZChfT8R753pkwEW5VJ7qZCxyyLstaYeR1AV/rNum0sL73kpOa3KUjyujt2UJREkv+w4j58uP0+UsqVo7kuo/fPPqtqaAEUFYiUH+6m6Mpkf5aEBFrv2BC+4w6CVr3zjkJWmHLlChm+v/xiZ9K0yaZNtK7bmGUXL7YTQ0mJj6d+f/xx2t8kgcahQ2QocaFvgOYSl2zo04f2z6efJoWZ2WWvX1fr2JkzNH5ltCeSXL1K18ifXz/e7VwZ8Yp0/axZaazLnFMJLTeNz0CA9t3mzUnnMa9v6gTSWSXn92uvUX8B1BfPP0/QRdYHzPzA3LntefRFi5KuNWZM+MhT5szkHL/9dtp///zTSUQxZw4xN0pY9cKFOgLHZngVLEiOEtkXffrQGle1avQ5e4Aq4yPvIcmEbPLHHwSzN9fJpk318Vu6NOklrDfecovOH3DT8IpOJk+ejE4cOhfSsWNHTGUox02JXuTAs7GpyQKaMvLj9dojJPJc+T5MGnLzs2jEXGRsC61MiLdNqitXnLhlltOnlXItJ3Q4D43Xq2/WhQqRh1TSoTOsySbcBum5MZXifv3sxoSbZ9skusieXff4ckKrlHnznOxMFy7QhiOVPfkcgYAOC2FFv1IlyqVLTaXNd+hQde1nnqFNI5I0bkyeKXNR/u47BRuyjV3ATqe9caMav9LAfO45iiQePEjwy5dfVhtnbCzdg4ttGu+wFWZgHDoqIoFoYAs8lipXtifqz52rNvKkpBDMMhAIoAN+xLvorzyTBw5QLplUrKpWpc21Vi1V2FcK91mdOsTGZnreTWNWjsV33yWlxVYnyqSRDgQQuHYdeXEc2XCRPvsrhlfwuNi3huJpfAoA8N645oTm1qypFH2bMRUb6yTdcDvWZnhFcq7ceacixLA5RHbutBteTJvullfEwpAf0/Ay+/3AATuDq+265vq7ciWNuWrVSPmURg7naGbIQFFgCdFkciNAz3eRTiuGHufJQz85cpCyzlK3Lo1rN8PLNjbMQqymBALkDHnsMVLk+/bVCX2KFaP5ZYNO20obuOUYARRZkIVgAVoPH3xQRcwuXCAl8Ikn3CnIeU33eu1RsS1b3JnqZF/wWnzuHCn45vdStm+nvoyNJcNc5pZFWtPy5qW5yHmL0jkjYWoFCyqF2O+n9z98uMqBBgh2mJRETqMsWcipV7asgo0HAu7z0O+ndWns2PB5YgCN3dmzVU3RQYNUORaPh8bl5s0Eix8xgvazy5cpuv3LL+Sg3b1boQbkPOrQQSfvkf3HtTlnzCB4a4YM9Jyc02yOfY7km+8te3YaV/feS2uySRLGwmP18GGC9ffoocrFNG1KjLtuxbjdIO+yLcuW6ev4Bx+oVAKztpeU998P7yxJSCDnrAnT93jI0fTaa6QPPfggGftSzKh3qVLU3wxR5X5luQk1jE4yZsyI3ywKy2+//YaESEn5N8UpkQwvmRAvB/Xly7pRBjijQ7lykZJ79ao+kTkHQm5i0cBE3QyvGzeIIefrr/WFP1ICs7mZ2/JEnnnGTlfK4vXqNcdiYmhhlBtrxox0zOnTCm/PYkYg5N/cvhEj7MaS2/OZm9OFC9EtMA0aKEOnRQvakAoV0msjyU2GjRLzvps30+bWuLEq/uiWM+cmQ4dSJFRCWQCKPAW9qhJqGPBHATvk8SoLfAYCpDBPnaogjfw7Joa887Gx9GNsFiWwDx0xXikqNkPHTZYvt0eBAf1dBfvtSzyBLghGGjgqW6QI5SPZilezZ9WUlBSKir78Mm28ZgK/vPf8+WpT9/tpk7182UkeceaM836BALxzZ+M48uNHPOy8dtGiusc5eI5DxDkcOYu5ellF/d54g/ooXz5Vk8scYzt30nG2KEMkw8s2P1mmTaN158QJ+v+ee8hZYCtUa5Ks8H05ksAQOl6DZB4eoNbWvXt1I810vkhWTJvYDK/69emcnj1prVi3jiB8jz2mIIGdO+ueffmuGDZptkmupwzlSksjZIPPpyuo27ZR37kZXrb1a8UKd6WT2zRjBsHVTpygfUJGbkxYoWl4mfvNV1+FjzCMHaui1C1akHND1jPq1IkUwWbN9HeUkECG0mefqTwcm8JdrBiNA7f3K5XgZ56hdylzbd3OS0mhfuQx6ObQAqidElJpEo506qSMVl7feP+U1z1/npR0Ca+7coXa/P339Cxr1yqn1rBhlO8VLuJYpw7d3y1X2U243hagxl/FinTPZ5+lqJt0wGTIQO+Rx4/pVJZ6qIT4u9HYs8hnM6PKblK5snJamGvwxYtkmNWpo5yNHJkPl68IqLIGCxdSuw8cIOQL5yleuUKOwzVrdCTI/v1qf+XPTd0uQi4yPv+c0CeLFunRwwEDyPFQpAjplKdPU5Q6nJj3On+extX06fRMf1ObId2GV9++fdGjRw/07NkT33//Pb7//nv07NkTzzzzDJ7lXIubEr3Y4FpuES8pf/6pcltYnn6aDA5mqomLo5/ERLXo5MmjJiIvWBUr6hAVwE4tunKlbgTIdj7xBG1a8rNIhle9egSZ4PpJMo+DvWZTp4avq2VG+XjTMTfW+HhSkCUkqWxZBSdhhaBYMYrAPPKInqQvF+I6dUgpsjEpAbSgmko9K4fhJHNmBV2aM0evpcYiN5kuXRT0MS7OycS2dKleEBSIXO8rknC0B0aOV7RJ6W7C8EIpNnZJs+AwoI4xE33DiderG4AyP4zH7YkTIWW3GkSNGxtrHt/f46GxYSrDLD16UH2uo0ftY8JUtJgh8PvvFbzIPCYlxVkcNRAIGcOXkRknSt+j1wHMk0fVmuHP3aIafAoshq1sC681pgNo+3ZyItgiof9IxOuVV2jdYW/qnXeSQWurS2Nu8Ob1uFwKw67NfCGpJMm5bRpebsa87b48l1nhljXrmBRAXv/qVfp/1ixFQALoc2ThQnWudBZx+1NTaW0rVMg5l8x6Z25zukIFUspu3LDDqj/8kKK5Ho+6xqVLZIRxjlCnTuSVHzhQXbt7d5obtWqRcvfGG/SOWRo0oD2OmXHNd5g7N421QIAiKp9+qh/D0YU//lAIhuLFSRncu5dYhdnQlYr6mDF0zdWr6TkkiQ+gIgNyPmfKpNXUQ+/e9vWcz6tfXz1rOMOralV93+F3n5RE42n/frXmM2W+m6MTiJ4Rs00bcta47Xn/rMhFw4bhry/b26MHRbGls3fZMn3MSMeNCS+eP5+QMbyuyrl7+DCN7/btKfoj94ozZ2jtZPg+QPvHsGEUfeS5eeECscLKVAGuS7hggRMiKeXGDdL9UlKo7UWKUP/zPN65kxxNbdvqfb97t0K0uDlbzUi1rHcHkM61di2NF7mPcUTZXEunTCGdKZK0a0dzol49cqKahEZ/I0n3U7/44ov47rvvsGHDBvTu3Ru9e/fGhg0b8O233+LFaDr/pugSKeLlttABTtpOnsg2z07RorTQSGNC1qngc/Lnp4nLi5EpUulMSiKvKRttPp/CZ5vMa1K4XeXKkWeXFT8ZjWK4TrjN4Kmn6IcZz5o1I69xt2565XSJGWdFZuhQUgSZOpypgTNlIqU0HCtfkSK0CBUtShCC3Ln1DYOVemkk2QwLU9ygHPIzqQCuX68iUpUrhzeq+Brh8jAleYVbPZwRIxSMQbQl9c7a6phwhtfgwXruHIst+V6ycbFEG7GLJB6P8lD37k0GJT8/z0OTFp2F50DhworwBFBQSsnsCaASNuFXiFw8dl6cP69HAVesIFiNhI/K5+eInqnk2CCvwmhZi2qY+dyvzuLcSUk0bh55hGAjtvpr4RSqW25Rc//ECYIzTZyo51Caz2CK7btXXyUj4913w0e8JOvY0qXkSGnf3jn+unRx5jvx9ZhNk0toNGxIcCDjHWr1maRhKVnlqlRxJ0Bhad1aecbNWoWmzJ2rR4j8fhp7993n7oziIrhm1I/JTS5dUgaCjDTw9aMxvHLnJkPBlgdSsaIe8ZCsaTIn+cIFer8ffaRf++mnaX2Jj6e1WMIhGSLH+W6jRul7hltun004EvbBB7oiKRV8jlJwmZdJk2gcyUjhDz/YSX26dyelnu/fqZOdbh9QUETbc8i/J04k2LsNnZGWRvvvmjXOXOFz52ht4rEuJVrDy2T4a9VKL9zs95PBN3Omqu/lJnv2UJ+bdUrj48mRsnKlyrl8913aO+V7OX2ajK0xYyjXXUZOjx7VyTly5KBI+1dfqWdt04be+9atlEPNDgo5DjJmpHtOmkSGhYxm7tlDY7l3b9KpPv2UrpWQQHODo5xuhDIs7dq5f8fnuqUz8Ps4csSZ2hAI0DrI+1efPrqT5aWX6CecfP013cO8/0MPOXkA5s51wnxZJOx64kR6D8A/bx//fyp/ydxs164dfv/9d5w7dw7nzp3D77//jnbhBtFNcRdbxIsXmR079JozJo11/fp6zSgz5+rIEVrsn36aPG81apD3hY0v3vj37VPKdM6cpISZrFcsciPInp0mMOOKfT7lNerenRQUt9pUUjgRVFIoR5OoW6oUtZcn89GjtCh++SW1jfsrIYE8mj16KHx+pPy2cPf97jvaDDJmJIPt5Ek9EmgzfLNnJ7iPZIMzFd1Nm2jj7NtXYd4B3dgy4QnSiydhLaZE8ix16UKbJr8/k7iF5dKlEOQ1pU4jeBCABwH48onE8nDKutdLG6O5eNvehy3i5cZY5ya2hHeAjGaOsHKfmh5RNwOSIwqcM8Gbi0uEtzrWICsuOb84d05Fp0+cIEbQdet0+E/79krB5c04nOE1eDBBNW+/PRTxCsCjOWwBkBH3yy80d8eOJWeCrW5ROFjK2bPK0Ni6lRgwbQQg4caeTWmNj6fImaRFtr1j+b4uX6bI108/0fvs2FGtPTZYD59rMpdlzUrz0qS3zp2bvNQrOtFtRgABAABJREFUVuhtkX2fK1fkeVa6tDLww61BHo8zcmfmR7idBziVPqkA8XdmXhvnFP7xBzmzJFxbjrmdO2m82ubHt9+S4j1mDPWNWb6DRdZIeustUqC5DQDtK71761EkzlnmY1avJqOImXhtY9XtfZiFm0+coHnHTjyvVxlE5cvrx0rJkcP9nXzzjZ5X5SZmXozNGVu4MO0zv/2m04Hzvfm3rfTGTz+R4SBJD1jClYGQMmEC7a0yAs0OJ2bXfeMNMsgY3h5OkpPVOmoKR+oAMu7++EM3vM6fp3xRJmYKN+cSEwmJ8Mgj+nHr1unsqfI3oNfxAvSxJdvy+ecEx3v0UYLnXblip6e3CSN9bML7cFoavbvnn6cf7rNwMEW/X2cffeMNZ5QqLY3IOQSBVFQycaKzOLutsDqPDTf5/Xd6Hjf0yP+4/CXD68KFC/jyyy/x8ssv41xwkqxfvx5Hw4VOb4pdzEV25Ei1sJoLoYmd/vxznZ2KayOxMXb2LBXq5NDzkSMEg2Klnid3crKaKNweWVuFczfM9rLYFiivl7yfx487lfiKFRVmed48lXBqM0LDbQYyMsDCi16NGpQvVbYs5Z+cPKlD8dwWxf37aeOIpEDNm0cKMUNtypdXEE7uD/k8OXNSeJ29pXnyOD1VmzcTHGXLFt0okx52+cwmJFXmupli9mNsrK7Y8T2igQkGtXhXRAx/Yatb4kbsYv5fqBBBac33wN5n2zVZQZIiI59STp1SXswlS2gzYevEthFLMTcLvr+LkfIVnkBlbMIvCOZUmZT2gIpWJidT5IQjFgUKKEKCaAyvnDnJ4IiLQyAQxvBauZLGKyfYu0U4I+UDmAZMeqIO774bOUdg61Zqg21s83V9PtWPqak0N8eNU3lNZiQHUBEw0/CqVIkcKpKIg6VhQ2fUwM0ICydJSeTYskUgWGw5RpJsBVCefklmwM8ZTukLRzTk8RCUr2pV3XiTtfyOHaP/mZiE5f77qS1PPkmOt5QUd8OLDcEbN2jecjFzc/3ZulXBP4cOJYWN97Px41VBeoDG8K236v3K/dGsmU5jze9q4kS6d5UqlPPYv7+KtnBbtm+n/2W+C0BreZMm0XnvZ83SHSpSzHFjW1i9XoquvvCCUtiXLlV7fbQGuSnRRrxeeYXaz86Zn36idSMQIAdWlizRsxq6MbqmpNA6aEKVZa6nnBcXLpBRIfMMZQQ0e3Z9v3RjYrU52ky0hZvhxeN640ZycHfsSPtqcrJC00Qrzz6rnl1GvFJTCQ74/vtqzwpneJkMn1mz2smUxo5VBCf/iNgIQmz5vGZO+vvvu6fS/I9Lug2vzZs3o3Tp0njnnXfw7rvv4kLQSPjpp5/wUqTw5U1xSlycwohXrapHsMwIVzQ4agkzkAvExYsq2sMLUKFCwOuvq4hTTAxtmhMmqCgWQNh8Wxtu3CDPERtO/BlAWGaeZD/+SMnhLBxh++knWsiZTEHCIBlOEm4RHzRIZ+/ZvFndx+ul/IEdO4htiRfRTJloodi8mXIVeBPnaNHVqwTviWR4vfQSbciNG5Px27Gj8lzyuZKinhd1zoPh5H2ZSyK9sPK5+/dX0LEhQ5SXKj5eQQ137HDS8EqxPY+ECnH7Tp92p8NmEYZXXSxBR4yDd/9e9X2BAhRpkmOZZcgQMmyzZ9ehsqaHvlcvgiRGo9SYXl8p4ZRhHp8bN5JTg5kfzXIHprh56SIYKX8gWHdPRlP4HhICeuKEnhTOcy4aw0uDKdG1q2Idur+WVx+P5kZs5kqySBa6oBxvI+BfvN7w+Nq2zZlraCp3DDV1Mw6mT6d5PHasO7OYvK7fb4fF8ffjx6vad7wWchkGjpawAch5aGYtITeR7eL8jXCyezdF5gYNUvkTtmczSRMAp+HFc1/SnvPYDKdQufV7uP1l0yZ3prT+/WkOTZqkR2MuXVLvIpyxl5qqnuvNNwnWycZU587q+WJi9Dw42/Ns365DhHkM9O5N0VjeU3l+jRtHHnveg8qXpzadPBneCdW5s4JrSWXfDV72+uvuNY/MdUPet0gRQr08/jiNW4CcivfcQ88SLWmSnIMy+iE/jybfRiIIzDqi0Rpe4UgunnnGaXjJ+W2Wrhg0iKLdp05RpEzmsSYl0XyYOZMYDc11yDQAZc786dP6mLXBP5noQ8qMGRSZjY9PH2v0Z5+RETlpEqFoOFpv1rnjNtvmE+/bktofoCg9Q6IHD1ZtnjBBRatkcel/hphOZYD6y4zIRuus+h+TdBte/fr1Q5cuXbBnzx6NxbBZs2b41cb8dlPCS1wcKfqBgJ4vUKkSQf5sdbPCiVwgOIrl9dLC9OGH9D9P3nz5yDjhyET37gSF6dDBWTRXtsHvp4143z7yHEuPKxffffZZPSHV3JAyZHBu9CtXUjFdQLE5mov4ihUqMfrYMWdBT5Zdu8jLyFh+XlRuuYXuceUKfWcmIPM905P0+dxzKkJ45Iiit5cL7/XrFE3LnJmejRO0WcHLnl1taqaiaSbkMzwtY0a93SYDIcubbypvLS/OBQuqYtcARU8zZCCqeBtLn5Tge41duwpLUB/j0AlxqwTcYPNmgrWULKnXGWPp0IHu9847isTF3KSi3cTlMbZj3eAsAI13qbTmzk1jkvNKjPG5AZXRyLvIHUYRwfBKRXAOSKPH9pz58imK8C1bVL5RoUJEHmNGvuXm1bcvOU/27kXAR+2PgQ+Zr5zUy1GYhteUKfbo4AcfAOvWwZ+VYGerUBOXKlqovuUYNSMhpnJXoQJFjyQlupSNG8lj6ja3zeuaikZKCs03+T54HPj9zhpWgIoiyEhINBKukKlN5s0j+Lcb0QKLbQ0yDS8WeZwjtGmRcMx0ABmQgwfr+WUAkV7I/CaWFi0IKihLeAA0jt0iXlImTND7w9x7pHFhu44bjBSg9T5PHrX/hINjA3pOoaVsTkjkeyhSRDkKx43Tyz1kyKDynd3WMjl/n3mGnHgsefLQesTXByiv7NdfFTwz3LUBQphEE/EqU0Z3zpgSjk5eSrQRLzfYuC3iVa0aHX/ggLMNCQkE801K0seC10tjqVUrUvh/+kk5lG1kG+YeFE3ES5J12b6PRooXJyRHYiJFye6/X41Ts5amiTCQIklU5DkXL5Ku9MgjRAUv4byc55k5c/pgh2YZDZbOnZ0w7Tp13GtsRirm/D8q6Ta81qxZg6cscJ8CBQrgRDTMbTclOsmWjfDcjDkHnAuSTeSE41oippfIBmHhzyMZd34/Jb9XrqwUVLlgSfa/7dtJuW/b1rkIZchgvxfj+PlZzbbOnKkrBG6L2969tIgxSYi5yJr/s8HI3/1Vtp3GjdW1ZD7Xtm30PjiCMHCgqhMTCBBunT2IZsTLLD4rPfqyD1eutLepalUVXeKE6AMHdAgpQApraqpSUoYMoT40I69B5c57VrHcaXTyUtq0cX527hxFSc+eJajmxo16HtOUKQSj2r6dlAHZj4YsRj1FjCAjrwAZkFyU3CbFiulOAzOnzBifB1EEv2eo79ygIkANWV7Dq/QHQ+DkPcxxzmupjDK0b08eyiFD9GNNheGLL4Djx+ErWgJf4zH8jGbO9kVbxwsAqlTB5Q+/pUPgwfV8xZ3HhMsVMclh6tUj2FKbNnbDXHqie/emJHRmLrTd0yxy+tNPpMRI0oLbblPz47XX1Bzle7ESG80aKyUSi6Ep5roD6AyyEyYo49pUrtxyvOT6IN+xG9GHSb4A0FrADoUZMyhCY+Yeme1m4TbZ1sy1ayl65FbMGSCDP1y0jSMRV67YFc5y5Wjuc00h2Uc//0xGdIYMkSm8AX0OhHPafPutIqwCVPuLFdMZJzt1Uo5NN4NE3vPjj53zG3DOrw8+IAg/R+nDGTvmfjZ1KsEUp07VS0q8+aZzD5G1nAIBve4XQE7QunVp//qrUENZ+9NmeJnMhOb1Y2LIEfzll+SYZdm7V0/byJpV5S3aIl7mNQEdzmy2x+t1lp0AqC0PP6yXMnjvPXt9s/79VTS+a1dyBH7yCTmn7rmHDEo5N8JFvGStLNt8unyZ5qKc/+yMO3nSuX+Gk88/p3V2zBh9PzQJe265hcaaJMmRcjPiFZ0kJCTgkpmUC2DXrl3IxZS8NyV6SUsj79Xy5bryzyx5so6XDKPbRNa7kBAlc7Hiv1NTaSFl427xYntRWSkFCtCmDCiYTsaMBNmbNo1Yu1guXqSFcMoUJ3XxunX2xcGECW3erHufTU+01+ukfpYyahRtTpIF6KWXFPuXmyJhLu7ly1M0IRJ8YPt2lbQuDQYJHQPI8JFFhQH92fm4tm0VFMfjIbYhzqU0I14zZ6q/x40jI/j993WvfCS46po1CjNfogQp++xF5whFKBdK3Tvgdl1+bls+nsdDi/Ztt5HBeuGCYvrr0IGgih06UORy+3Zr4eAGWKwMGTP6IJVi6cmVG658nzZFNygPYzy64YvwenapUurvRo3c64o99ZR6lnDKSsmSutfd5l0FaGya+QSBANKq34mu+BrD0d/xPOkyvKAM6zuxCom71jtZ88JBlmrUILgxQJu+fI82I0B6xOfOpbVFJtyzvPUWrS3sDTeFo+cAvVtmLgVUezi6wMYLz9lIkREWOX5sY9wU7pvJk9U7W72aohhTpijjevBg53jMn98+TuS4kAqimxHZtq3TmTNxolIMeZ7LEgWc32Yy1nXtSoqVx2OvfZQjB63P4SaO3ONsx3EE9fp1u8KZmEiOG86LleOPc1/vuYfWLT7f9Mqz7N5NY9uWn2rKwYN0/fXr6e9MmWgMmGiFSM5Mzk2VCASW8+dpPZYQS4+H9tWJE1V+Td269I743klJqjRJTIzepgceoCgEU8SbIvekmTMVgiMQcEZBly4lPSAl5a9DDdu3V5FUG3zP7D9zfTl4kMZzt25qXrOYyBnZRjPyJvdPLk1iy12NZHgB1I7UVOqvJUsIFdOunbN23blzZHzVrk0G6JUrRBY2dCjphc2b26GGnB4i5e67aT0rWdI+5mbOjI7sbO5cZ6kim7RuTegKaWCahpTNKSMZEG8aXtFJq1atMHToUKQGN26Px4NDhw7hxRdfxAO2wpU3JbxcvUqLYO3atNkz5TN7vWTyYaQozKJFeriZFQ3D43X1enAynDtHSi977bZvd3ospDRqZA8xx8bS4nz//TqkMJySv3Gjaisb7DVqOOmjs2fXFQtZE8PybFa5ds058VmBYEVF4NW37/DgpxH7qbo8S82ahMOWC4VLHsgPz/xGDLWSbCa4uSafuYTLdzdT0ESvl9qQkqKu7fViQ83uGPnWdaR+O14nPjh6VEFXpk7V87TuvVexUQYCpLRXrEgKHXsC8+RRG2kkSU3FprWpwPXr8MXEKc8W53jJKJf4+3K1ujiYrybWzTyq4GI1azrplHv2VHkScXGqVlVQyb5wOQYjRwaHRLly+P3a7drpE6GYVAMB4Je7XlVf5s+P/dUF0ypD9wBVfWzZMuoblsOHaXPkDVgop0dRAJlxBU/6RquoLAtvzmPHYtXoDVjR/gP4+vTDhXIu5AleL44co/Ed6kOLsnI4LS9OXw+Wk+BNzk0sUewQSSov83I+ulHQm1KjBpAlCzyXLqIHKA+q9MinwytDZluyZ9e9vezhBeyKtFSSwtHJN2hASmS+fHajtFIlBZv1evUcLLcI+BdfUKTMLZ/JFGnoRKKPBvTn4HysbNnIwWDun7JvihYlSFVsrJOQRL5XmUckoxUAOaG2bSOHhllnTraL12NZV3H1appDnCcMUFSucmUnQ6kUHieFC1NEpVYt9d2LL5Khw9H4b791whVNsa31pgLtBhGLiaE1Z8gQ98LPZ87Qvvnzz+FLuch7M8FS27bkfJEO6LVrlbHiZpAw/Lt9e4o8yH7ftImiSnKvadBAEY7ws06bRu3gvjx/XkUw1q/Xx1IkQzBHDkIjnDlD80q229zTZd9Ha3glJNDYlIym8lyTgc/vp9zLdu3IIDCvLw3F1q31ulSyvR9/rGp8eTyEhjh+XKFiZDSP18czZ8gYkuUkbr2Vxuprr7k7w+Rz1q1LzpSMGUnXWrtWRYAXLKDUgeXLla63YYPK5/vhB2LHZOFnz5ZNIVFatKB5tWgROVzr1XM3CG3CBbZZEhNJb2jRwv0658+rvGSOJgI0hqW+kjMnrUnyHv37q2j8TahhdPLee+/h9OnTyJ07N65fv446deqgZMmSyJIlC96UrEE3JToxF8HcuXWShOvX1eIRjn4UcEIFecIaxsmFix4K+KQXJsPCdMjsvZELoYxIRaIVN7+/fl1F9SSBQbjJ6fEg+Q61gAdiYsg4kUpqXFz45G5A83BOmeZBm4cTkOYNKlJvvUXeQxN6YnqvgnJw3g4if+IIZvnyoQU6JTmALL/PUwd7vbTAZcigEuI9HlSpEYtBL6dh7CdX9KiAuYHygsesY2+9RYs7K7o//UQLHSsHQ4fqxoabNGkCjB+PDCPfptv6gmxxw4bRRtKhA7xnJNRQvcuY9WtQ5MQfeOqxFEVeMm+es8gvQNd7/XWKDr3wAkUVg3jwZSti0a8fdcuuXcBnX+nRxgZYhE/wNHD0KJYsAcZ+I8bTDz9g2gz78uYJBHD8llvt/TB5soJs5MsXMpi98OM2bMLwK0+rjf3AAVJGxXXu7FEZd03sjWdmNUWWs4aTgGXpUrw4tTrGoSO2xlWmzyxz8eCBAF5/Qxgh48dTmyRRDcv99+v/BwIIJKcgCy4hAwy2RiD6iNfly8CVK8jW9zH0g8iNMglGSpRQyolNOc6VS5VckAQM4RRpmasQybnSvLndmOBnPnlSjxrw9XhMckQtKYkUIY4WRBIu5gu4RzilmPmaUnbvptzLSpXof87lBIjtNksWmv89eugeb+lxZkUwc2adLr5IEVpnOLqSM6c+ZiIZXrax4fNFR0L0zDN0/ZdfVvm5APVxqVJ6PTO+j4TryTbY1vFz5wj+zk5D2SZZliM2lmoavfqqe36hRCbcbcllPHBAZ/yV6ARue6tWyhhdty4y8+D48TSfatakiIQsq2LbQ8+fV3+b15QwZinZsqnoWHIyIVfee093ZPbsSePv6adpPjdo4ITkme2RDoxevYhSPVyeGEA6zuLFCib53nu6QVS0KEV7evSg/aFGDRqLkyfTOXnykOOW2SvlPMqZU1fypUHHDuZPP6WfTJmov9mAsTmmsmal4+SYyp+f1uBWrchZMmuW/Tl5rB47RpGoTp1oH65alYyk3393r3nG93vkET36JN/3uXO0js+apWrfsUjnlik9e+r5vGb9z9hYYr+ePdvpCMmbl2rv5chBfy9eTGOX1xou3s1SrRoZj7Iuqt+v15D9G0q6Da+sWbPit99+w9SpUzFs2DD07NkTc+fOxbJly5ApnPV/U+xibmiHDjmVGla8ZRhdeg5ZzI389ttpcq5fr03YHhhN3A5yorpVjLcJQzo4IuDxkMH1ww80YVnC5bzYIBi2PJFXXtFpgC3XuVpBMK9lzEgLoySIiImhDf7AgVDUxg/DSyr6JxD6Lti+l1+2UwG7GIQZcZ2cV5zftH176FlTYCjY0ihu3pwW0KB381M8jSf659BruZmGF/cxf161KkF+ChSg6CR77vke0eauDR0KLF6MsjBya6pVow12wgQkDVGQMS36FXzWM+c8OvOVG/nO4MG0YPO4D24EPsTgObyHDo8noExZD16BPg5y4iyexmigaVP8+SeQBUFDt0EDoE4d9R4N8cGL1iW26p5pKXIDDvbXKPTFQwjmIvBmUaQIKUsOAzyAu77vgRi4OB7atsVgDEUWXMbqQm3pM4tCeTd+R6XkP1Sbbtyg3C+peAEUjTCL1wcCyDD5e1xCNkxEe+dz3X23c1N1U66D4pfbxc8/02/O973lFhXRNJXBI0fIcDCLEgORDa9wEa8lS2hNZOXl9tt1pkxmOgOctMV8X4ZLs2MivZJexcFmeLVrR8/Xuzc5jbZsIQdEt25KiXXLywV06mZuT1yc/r4HDlTQy2vXyMCUhBayXdEaXn/+6VS0WKpUIeX2m2/oN0OIReTZMf+k4WWr7/b++8550qUL7Y+vvUaKeeHCes6cNErDRWWrVKHrs6FmyyXKk8cJ27NB1gCKmh49qrfFzfA6d46iLewEcK3TIdrhds2ePRXqgQk5mElOXvfYMTLSZGT33Dlq82efkXOE29OrF3m/Gjd2j3QHArR/de/uJP+JJNJY5Ovdcw+NmwEDSN+Q0cz4eELqMNpD6j0cfWHdxswPA2hu2KLT8tmiYSgFCN7esiUZP6bRm5pKz1CzpiK+4ntkzRo+KtW3r55C8cILNJYlzfyGDXrZi7Q02iN4DWDoqqnb+Xz6uDENr88/V2uD7KdBgyhCKJkJGzSgdULW/JNiy5P84w+6x/btOjz/byTpNrwOHTqE5ORk1K9fH88//zz69++Phg0bIhAI4JAbq9pNcRdzIbMlIdoMGJlEytK1Ky30DAfxemmDTUoKLTopiMMs3Ee2nDS8ZCI6YIdZLFhAhQsTE8mwYUPb4yGojEmXGy7ilZhIC/mHH6oNXi4i7EmeMEEnGDHF64VHgcfgq36napM4BvHxpCgHN62TyIODKKyeM9ifvsxZMQZPYQSeRew84aVhRRNQyp0LPfBYWCISwfB7Mgz8utzgBwwIQafqYgk6YRx9bjI1scicM7n58Jj68ksFn+Dzoq2b4aYkiHfkkZE4n3rX/D4C8EQH1wGcxgTI8PLCjzgfRWzKYhdegQUK6/EgEAA+QzBquWgR0KgRbscG662s0DvJGsbz7ejREFznNmxGQwSNbzdlu0kTXEIW9MdwPHr1M/sxAHDmDEpjD4pAeDtLlCDHhSHlEKQ3nzVLjUFzPbh4US80C1DEK2gMX0Fm7M9RRY8iVK5Mc2/5cqXA2JRr0UdlsDvs96Hzzejd/v3k9d9geR//SMTr9dfJ2GNCgOrV9SKxsrCnqWjx9WbNIuNm3Djn9aORKKDH1vsCas6yU0eSWTDUyIRvcZ6NG1kF5+ieP68/v3y33bqRx3r4cPWZLeJ15ow6T77ncuWUl9+W1zV0KEV6evRQ5924QdF3ftanKVKNV15RxlGnTqSQ3XYbzcdXXqGIGY+npk0pasd5SV4vMaNy1D9zZjLC16xRbZH5Qh4PrcPbtqloSfHiZGRwZKpdO3VtflfvvUf9sHs3Kakycu/xKG//uHHKSZolCzkAGVLVpo27A/HHH0k55yiZfFfmnKxSRVfY+b2VLk3K77ZtCkbJ0SyZfmBKOGP07Fka33ffTXtdmTL6OHj1VTtZzD8ilvIV2vVle196ifZtSaDE6RL8HmQE0zSQV64ko5Ij5fIZ2Bjp1UtBEllOnKDxL3Wwli1p3Mv9LiWFor1yvPTpo1hVw0E+r1zRHR/ly9MPP8PFi+RkrV5dtfvhh8nxPHo0/e9G228aXjIaBZAjhx1SMi+Wc/vNHLzs2VVOXDjhuqG1apFhV66cE1b6N5F0G15FixZFlSpVsNcIZZ46dQrFpPJyU6KTSHjrpKTIRUxZGEpgm3A5cgDTpqEtCPqVnAxdWRf5RRg7VlHPm3LhAk3w99+nXKGBA2nDMj2RshigTQoUoEWjVy/lkZFkFIxhD4cXf+opoE0bxB0ghXAa7seNns/T4sYQN34m4zl74mMUxUEFSQySf6TmKYjjyI/WmO5+37JlnUWhH38cmD4dJTOfwEbc7jwnWO09bMQLoEV9yhSUlkqu7Fv59+rVBEt68UWKKACkvJkJxnwfgLzpbiKjU26wKQHnSi2k5vu1Wsqr5g1GevzwOqOw77+vWAilWDyQfngdUasrsBtyjmm0cCGy4pL12JChzhvW228TvT/nL/LnUoGDeHc8V0qUoPH50Uf0/4EDyIIreAd69Kkh7NGUeKTAkxaMmubIQeOqShXNe6hFmXgjDlfHi0UYLX+iJF5pso7qp0nJlImUqq5dyVvNLKhSwq091asreNelS+SlnjWLFDIp4aKstu/69KHxJ9nubOuAVPrmztUhWlIaNXISr/C5LVuSApZeWngWCTN67rnIx9epo6JY4Yh6vF6KDnGOpDS8GjTQ36VJpQ/Qc0mypk2blDLJz87QT3l9QBleycnqHHmP7Nnp+ja4XuXK5Ji67z6CpDMRz86dOk16IEAR0Lfe0hXTvn3JucMU7b176/uZJI344guKCoRT/s09qE0bOp8jb59/rnvrpaHPOSzslJw5k5RFZoYFqN9McpCpU8k47NxZta17dztEGFA5e2yA2ogccuWi/O9XX7UTZV26RD+bNjmRGDdu0I+NVS+c4QU4F1Zuz2OPUa6c7Pv168mwjsRufeoURchNgoiYGNpH2TDweMiIOHpUN7yuXqV1Z/x4MqBllHvbNr0sT548dI333lNtfeopGnvbt5MBMGeO81k5avfDD6QPScfgqlU0vp9/niKHY8eSgZKQoBAAgHvO56FDdE8LWZTruTYmRxZOQZFrRNu2yvHSsaPuWP/8c6ej3ZQpU8iIM6GQjz/udDBlzuxueEs4/+zZKjofKQ/wf1zSbXgBQLly5VCjRg0sMsKxgUhGxE1xSrg+O3KEwv/s0YvkHTC9ozt3kmHx6qs0ierUQQYkoznm0H7o8ShvIkNG8ucnz6MbUUogQItG586kdLz+Oin+puH1/PNApky45Mlqv47cHDg3RHq7oknULVsWyJULmb8nY6ACtsK7djUZjdIr6PVSPz7/fMgjnAa70uMgJLDJggV6vt2uXcRE1KoVTnvz2M/JnRtT8zytR8NiY53JywDwzju6wSEVNFNR9XrJcGA2STYCTIm00DVvrsOt3CjcRZX6S4/1gQcBeBBAShEFGdAiXqay7/VSJM70lFs2KR9iwr+HCLId5XEKTjhhLHyYuLmsgn+YMMyvv3bWhoIwvHjsci02fhYXI6Uw7EiAW7Ed1ae/oj6oVo2UF3Y6AJiPJur9R1NA+bHHCN9/552hiFcAHqdtduAAwYzefpucFHfeSZu1KeE82WvWqMjBkSM0Brt0cY8u2cRk1wNoTuTKRVGDcOuAZBw7c8ZZXJfzRW004n+1XIQp6U0OL1lSOW1kbpMpHo/+Pri9keYxf29GHT/5RBkb4aKMAK2dy5cToQGvo3IcHDlCHnfb3jV9OjnnZs0iRUs69KQEAuraPXuqd8XXfOUVytXZs0fBlTgiyMds3Eg/3Dbb/DMNL3Mc8HNfuEAGOI8hr1cpxoy+sPVb5sxOqNaVK6SwfvcdGUJA+HnE6wiLDWpYuDD1w+HDeioCt59/21AYM2fSdWw5tpEML4+HECfTpxO01IxAJybSTyBABmmjRk7mQ1MCAdqPTaZSW3T76adpX5KG1/XrZFwNHkznhMubzJaNjN7HHtOP++MPZwRMviMeJ+FYDWNiyNDr0oX0pbFj9X3TzbESE0MOFZPAR0ILzfk7ZIju0JLjmOeHdFDIvXz0aCfzc0oK5Vu6RRjldaV8842KfLF4vc5nkbmVNlmwgN6fOfb/JpLu3cfj8eDTTz/FwIED0aJFC3woIiOev7kV+5cknOFl9qdk1rHJ8ePkpePcjSNHyCvIXoc9ezAJ7fEJnlFziic413Dh9ixdqq4rceqyloxtoWLxeoFatVAk20V8a4PepaaS8rd8uWLBsUEswo0po+88CAApQUXorrtoEyhUiIzOy5c1tiM3wyv27EnciRWRFX5bXY9wUrw43i74CV7Fa/DxtQ8dIm+UuaHv3q0bXrJvpfFtGztu/WXeIzZW90Bnzx7xOQ4XN/Iu0lQfyKZwxMuaYzVqlF05MDep+HhMQjvHNT5AX2vbAgFgLfSIx2fojjfxivX4ojd2qY1lzRpSlLiP9u8nr6DRHyGYqAtlbsDF8PoaFOGbAoszgzvu9Gl1v/LlsSSBam8dQUHlqeY+Mt+TvG+BAhS5ypgx5AizGl5ffEHRrpdfJoVTGNSu17YJRzRsCgqLWz2k2bPtxYxZNm0ixWnKFEU4IYXfl8/nnAtffqlyLvx+ffwnJv71CJcpvXvTbxfYsVXy5qX1KVwujMdjz3mV85vXblnCQ3q9R4ygPYPXDBu1M+AkZgFobJQtq9ogqfK5OLqZWtC4Mf1IMgAeeOb8/uwzBYm79VbFIMvvkc/bs0dF2UeOJOQARyg++ojy+jjilJxMUXvJ2sp7JjsDzGefOBFo1ozOqVWLoq2Anm+2Zg39b77jAQMogmkaXrY1ePFiPb8tnNgML6+XYGvPPKMimT/8oGB20RrkpoSrv8efjRxJY2TmTOUM+OorgtqdPk39X6xY9KyG8h2Yz8qlU6SYuZ7y+/ff11MUZKpGqVJ6NMw0Ms1IqWyLaXjJdZD/9np1B2+XLpRryOIGBzbrRbKEi5YdPKhf2yY2hkmA9gSbrjBlig4l/CvC85odDPLaNpHteP11J0v130TSbXjxZv7ss8/ip59+wuDBg/HEE08gmTfgm5I+yZSJvM42MZMvo4koyhwe6W1MTtbYmELpOeZkf+op8layIQbotOiBgKrD8N135BXdu9dpeK1aBaSkIDUVeAzfYhw66t/37k3KUe3ainRh7lz1PTNKhVvE33pLg86Vwp9IfD/ojYmPp2jLoUOk5IhF9zZsxF34HatQkzYQILSAxF08i3pYohteNkiN9Op98QV51STbFYDUOgLa4feH+jwVcXQ/fj/8jA8+SH8PG6YbHN26qcW0e3dVi8NGZhOt4QXoNVz8foqsHj1qVcRGoQ9+rTNI+8x77jSqYi1a4yfEHvgz9PlZ3IKzyAEfLAxkBw+SwrB2rQ41MRSzwIAXMQOto454BQJOQy8NsSEj0Cq8gU6ZQn3B2HiAlCm3iJdbjlcEooUJeMjyafAeXKsIAC5e1KOGrBi4GV6SJEHzzNI1CuEwPp1fXM/xMiM1buNGsvYF5VxJAUnltYHH1/nzTgXzttvoXbdsSX3KhcPdPMILF1J+UOXKtL48+KCdzU4qTmafZMyozlm6VKecPn48fEHf9Ejx4rTmRpsjduQIGULDhysPtpvCy8/Xo4cq8CyFFxRJJLRzJ/3+6ScygI4cUWRILLboUyQ5eVJ/r7I/BwwgB9r8+RQVkWKS/9jace2a6oMPPySjThaV5RSGuDh7IW0ZHVizRqcFZ8PrmWfs7fj8c2LK43MqVKD2rF0bvl+YcQ9wQvhsa+3w4U54Ogufz4a4vG/ZssRu2bGj+rx8eYoQFiignj09xo5kTZafu0VC5bUlGQKTeLBEa3jJ780+tsF1pSFhQvNfeIHG4oEDNNblvC5QgKJjCxfS+DQNL5ON8hXhpGOdRDp3ZHsAGkumjiYd1m7R8JgYZ18PGYIQhe+4cfY6grLfZCSXWRllxEv2665dlAsJ6KUfZs1yFsxOr7gRhNjgphkzOuG2N1kN0y/NmjXDihUrsHTpUrR0gybdlPCSmEhQvUBAD/sOGkQetvr1FdY8msiKPIYNOsahB2FoHgRCjmqt6ni/fqSc3XefKjBsCsMEWMqXJ+PJ3NDuvx84dy609kgCDACk6JqL7qpVaiPh5HJzER8/XiVpnjljT9gHSCFcvFht1MKDtRm3IQfOoSb+UIqjaIsfXqXwL1tGi3o4mOeIEeSVfeopfX2OE+c0bYqBh7ohO84jI67ToszeuJo1iZq2a1fg6lUE+g9wRrxkP3CUmRO3pbh50jhpnI224sUVTAwgEpOcOeldWopqeuFHSpq+XHivXsFaVMdPaIPExSpBNy9OIifO4iTyurMWTZlCsAXeYAwl3JcmDI8oxGZ4pSIuvOH13HN61KF8eVVT59ZbHeNzJ8riybwzVa09U9LCR4dshqjHRl5QoQLy+YgkogT2KthIrlxktMjCwICuaL71FinCu3eHrumFH3mv7dfrq5hKwdixanOW8tNPmjdzARrieOVmzuOkIsHrFUuOHJQLwfXRbruNxp5bweGNGykiEknCGV6xsXqbJBHMO+9EnzcbjWTMGH3Owq+/UoSK6zS6iYx4PfKIjjowJVzfz56tcodsUTPAbmCMGUMeaUlWUrOmvbBqu3bkKOvXz/kepJJqChMRTJmizymTClsq9LbrmOug7I/MmemHP3MrKyI/z5iR9uW+fe3HmsKGL+/fsn/z51dRIrcxMnkyrYXTp1PURBpoJUoQRF4aFOPG0f5cu7b6LNz4a9TI3diRfVWokHO9thkoLGZUJtpUE3lPt7pgUvx+MvKuXKH92DwmIYGcowUKOPOh9+2j52/bluC2MkJoInekESGLT5vtlBGvcEzeFsKo0DVlHxQrRk6Y7NlprnfsaDdo5Dnx8WRMLlmi9lD5PLK9O3eSztaihc5+27lzqHQLAD06GEm4LSaj7113OR095cvTfW3Ih5t1vKKTOnXqIF54mMqXL48//vgDSUlJN3O8/lExvSpLl9LE4iiWW+0RKfwOMmdWHm4LNW7I8JIRMgmvcBOb8Sc3RDmRN2zArJTGGIMndcMrNpaOt12La3twwrO5yG7apKAmAOD1wp9oWfwmTSJPIpNOGLACB7Od6PsAPM7vo1GsYmIgA7/XquvQvHYXv8Qy1KGcn0KFyNgKBGhRmj6d4DYZMyI11TAiTFhUtJ5Fltq11QLJNWV271YGLMv58/QTNIIuVqmLqWiDZMTDhxik+HSlJeaUYHpyGzeyCLWU48cJprJwIUFW5Nj+5huklK6AgjiMwyiEPwvXd320rbgV6NABgQBQAzoZRn8Mx/sIk0RcqRI5GVgSE5UnMTbW8UznkANLMt8LR2HaCFBDlrWwRFlshheAMqmkLNeAoOtu2pRyUMx6VTNm6P8PHw7s24fUIiUxAe2xHPc472HzNLptgpUq4fhwiugE4MG5ghbYn1R4bMpIfLwar8OGkafVVlQbsHveZdTdPM7ncz5P+/Z6aYs8eRSs5a23nPCwf5fYYNrScPj8czKuCxe2e9vlNVgkvbjZD5Ip0w1qaI4fgJxJgwc7iXrc1n+37zZvJuXXVvOQ59rKlTprnCkMsTp71m44ZchASihHfmX/9O1Leygr3JEMLznnZR00U0aPViQdDP3LksV5/06dItfxSkqi9pUtSwaYJD0x28fXGTmSUgrMciE2MaNE331H4+Lbb1VuHUCGtoTt8b2k4SW/j4uj+du8OSFL/mrEiwsYy+c4fFgZAoEAPX+mTM6aWnzO5s00ViXkbdEivcjvLbeoCKiMKMt3vm4dweE7daL/bVBD6Uxwc8j26KHvaX37queRjtRu3VSe01df0Vzu1o2OrVqVSEQYBm726913U01N2Q/8PDa4akqKTrgDqAg5kL418cABWqvYgcS5uiZpR+HC5Pgx88JY/qYRrzC0SnZZYqn4niNHDixj+smbkj5JSaFFw+tVg7BUKZp0PJH4cznJbJI7t774SXy4WKy0iJf0kEaDQedCvVI8HvImpaYSnGjYMGrzmTNobGN0S0sjT3o4+mpu75IlpAAwRb7pCfd64StQGN49O/TP4+KoPWPGEMyEoziBAN7GiyiAo/r9hASClBEAaIMqWpQ2uZQU1Q6LBLxebR25WKUeTJ++H14UxQGCRUhPeSBAnjmvF8lfTQrd/3Cl5iiUkKCOmzvXmZQshY8bM4YMif37dYhZpKjpuXOhwq2Xi1TErPVVUBu/Ijsu4IoR8QqIjSDgdl3esEqWdMKQPB4FZUtLI+U6NhYYMwaJgwdjIJ5Ed4xB8bZtUCl5DTZ8/BtGop92iYrYisBLQOAj4AKyITsuhr6LgdgsO3XS6x1xX8hIGxffBihSKiBcz+NdjMcjyBJGp/AXLQ7vacUGWRT7cQDFQv8fQSGaH5K+18XwAoDLyIzpaI2mCJIKuLFk1apFUQdByoFAADfuaYQOaIRCOITe+EhXHmxGVpixwUQdjbEAK653JHY4mR8glSE3L/DcuaQwFiyoPrNt9jbF7dIlZ9Snb1+CIdasaa/DVb68YgWMidGZTmfPTl9e1j9LuJ8WLyZUw+uvk+Nh+nSarw8/rNg1Gbo8fTohE5ht0HSQyUUnnJHGf9esSaUJbGQLLOxcHTCAiqn360fnm+/gqaeIsEgq8FIKFSJPvmT+YwnH6iiFabvPnXOHw919txrT8pg9e2iNyZuXjDs3A4Xbsm0brRXRMDRv20bPxdFUhvDJPvd6o48E2eTcOXoGCbH0eglGP28e5ZjddRdFxAoVUn2VPz/1x+nTTsdrx46AW2pIxowE33crYC3nfGwsOc5OnyaF/q8aXl270jO+8476rmBBeqbDh92LNrOcPauguFwgnIWjTmbUzhbxmjqVnqdxY2eE1Eau4fVaC98DoLU6JobgfF4vMTfHxJCxmzmzGjOXL5OzessWOu7UKTK+k5MVuQvP00j9WrUqXa9kSftavmCB7qRhyZOHolHcV7/8ogxzNylUSK1TgH3sy/9NwhRm8vybGl5RRbwuCc/PpUuXwv7clHTK6dO0MVStSvC6l16iRahNG6WUyNB2OJG49MuXybjh88SE0AwvngAARdgYt26TJk1oIzbF4yEPc8eOtMmG84CyTJigU+UCZHiYEaa8efXFwhxj0nMlRS6I166RNzIYRXsR7yA/jultFFTUfnhxF35HSsWqZGj9/jtB88yEUZMW3WiHZ7czH8EPL35EB/pHQhH8fvLQLViA5Gs+/IgOuAVn8HvPCTql6/HjyqvE+WnaTcUG07Ejja1ff1W5cKVK2dnrLOJPTkVGXEcunEFWXEJyqv58WeaJ/vArA2Ix6mER6iMrLoZo9ENJ6BJH//jjis7f66VI5syZIdYuhuYlJwOH8lTH77hLu/9SqIhiIAAMxlD1f2IidqKsOtjm6V68mDD1LKtXK8/7a69p0N89KIUryIzWl79zzee5MHclcuI0BuJ1vJ73Ey2nqxWXJwiO9RDBikltL2QvSuACstM/9eqpgtzRSCAQWgpCEEd5D5vhZVMQS5cG8udHSu6CeBhkCNQa01ln9QSiM7yOHiXFxq2oLYtbzpMp9epR/ZjSpe2lK0qXVu/d66U1h+U/hc6Qz8vre86cxOBnRv+47SNH6p78oGMkJPK9MuSfHWQ21rquXSPnpMn1c9UqmiuLFunOi4QEIqZgghGbcD/nykVELjJnsH9/ijAwvG3SJHfKdRbbPDb3G/nMZo4ZQ65NkUbguHFkmIeDkcl733svKaGM9pD09Lt2KYdmJMXZ76d9W0YlFi+m8gOSNKJDB4UM4WedNo32KWavO3ZMlZ/4+efI7IXyu3LlyOBh8hR5vBxrcXF2QodIzxkbSyQoNhZjW85ZIEC6TZculD5hXp/TEgAaX7IwvNQnfvxRT7+47z5yBvJcWLmSHLvSAb1yJTmnJdSzZk1yND/9tLvhxVGtli0pIrhjBznIfv2V9m9+hmXLqL7bzJmKWdrnI8PM76c1a+JE1eZw0rs3jYP7748eDQOQfiHXl1y5SB+K5OiXwvOne3cdKhwbS3u8zN179VWFGrlpeLlLUlISTgXr+mTPnh1JSUmOH/78pqRTpAKwf79uZJgRLzfMsDxeXk8WUjYiXqGUB07MjEZ4MnNeDOOg+fO0NJr4rNSFM7zS0pyLrcejEnbls4aDcHm9SC1jeOe2b9e9MXx9EfoPESXwtQX2OQAPLiEb/FkE3PHqVWf/G7k2AY8+nXw3nMptAB7kR1C55/faqZO28d9IjUEyEnAJWRGIt9Ahu2HuATKMp01T/fj110TtysnCX36pe/5ZOPeLpUEDJG1eiidB9c388OJwprIqT8d8Li6gHAigHpaiPpZQxImjc7NmkefOzN/44guCNZ0/Twt0t24E9YCCgyYn0z5kMlHeiZV4FUOAU6eIVZjzuRIScP2rH3VijpgYTbE9mqEYRQVlDouUixfJ612rFgC6dk6cwfATnQlGAtCGtWhRyDPo8wFnkRNvYiB+THoa5aEIM1ajJm7BmZDxvhGVMQ3341yBIGzPMlc8CKjIayBA9ypRwmmAjR3rJB3w+xHw+eGFT13jrxhex48Dx4+j6OP1MQiv4zLXUTMNHbn2uymsPG5lfbR/xPCS8sQTSkGR50iYjSzE/p8yvORzmBGfU6fIWOS8W5lPJc/r10+HOMncPc734LWJz4uL03M4cudW9cRscCn5ft3geT5f+FqNAJE0vfQSefnffFMn7ilShCJlbCTKSJ4tp40hZ6Z4PASXZEiiHFNcy4gj2d2723MLzXfh9ZLCbMrx4074Zq5cBLviOojNmysyj6lTI0MNWf78k96fjAibxDqATlxgXpNZGQEybGvUIOXd41HzLjmZxtkHH+j1GgcOpM8HDKCx0aSJfg8TwhYXpxtHzzxDNZ5sRDBSMmcmJ9eqVXSNL75Qxbzl8zz2GLXxrrtojI8dS0ZkQgIZmYxIkH2TPbuqLQjohhdHxfv3p7GYJQutpzz+bGkFuXLRXJFogzJlyOi69166xjffOJ9RjtOTJyl69cADao166ilyNEqIrTTiPB5aszp0UI7W9BhTMoXElBYtdCKpDBmchcZ79iS0kekI8Xrt+bc8z0xSjfr16f0G93QAOtLkZo6XuyxevBg5gjj0JUuWYPHixY4f/vympFNMBUBWK+fJzsaBrNFkqxRuGl41apCyO3OmNmlfwZsq4sWGXqQNVAoXWpXMg4sW0aIi63+FM5hSUyNDCADy7po1n4xzUspU0D8rUUJn+uJFUOQrhAwvy2LLimpAevBsRq/xfKbhVfz1xxynaMaArUYOEIosTcGD6NAlg76wy+ilTXm84w4ytipWJOgGY/K5b92ipvL9JyQAQ4Ygy5GduB10fltMwXlPDtpsbGKBzAXgIaazLFlog+e6K6Y895xuAImIVyeMxYixt2Do6x70xSi9yUjBEAwF6tdHIADEImjIPvAAUpreF3qPyfmKkDcwWFjzHJJwf6V94eFEzLgY7K838QoaYiF9xptF4cK0sQThLWxHZ8VFvHDiOWSF8lwH4MGt2BbyZlfFepxHEo6VqUeGsMXzdxs2oxI20z9+P/XLvn3OfKcBA5x0voEAMn/7EXyIxffMKCrH2YMP6gpK8ByHiDHuhV+NX67PxsppYqIal5EMLynhcoak4muDRm3YQAY9G/OlS5PiyQaGZKZ0I334d4vXcAYAZAx4PMTQtmcP5V28+ip57hk6FY6JUDpSTPp2Pu+tt9S67fPRGsnRq0iIATfDKzXVzjIIkOE3fDgpXAw9v3pVL+DORqKtjEj9+vRbOoQGDXK2pXlzauu4cUr5k85EuZ+y2MZh0aIE+2wWJI6x5EUjc2a6l1kj0iZDhlC0X0LfooXg2fJzpHHMuWS2a778sjJu8+cnA6d9e/1aAI0zLlbNcuoUff7++7TGcMSrSxdyUjVpol8jQwY9d7p9e1rL01OqwedTqAdA788WLWjdrlRJj2bGxJBDjA1daXh5PGRI8f5vo6HPnt2+RtmibpEkLo6QJRMm6GgOHqfffUcRMh6bvJ7myOF0AEjjbsIEneTq2WdDNUijFi4zcc89+uc2vUz24ejRqswHo5EAmn8+n86EzWJjYQT06C3367ZtZPyuXWt3bvwNJKoRVqdOHcQGX0ydOnXC/tyUdIqp7Lz5pvqbJ4MtHGuDinTsSAm6vBFnyECewzx5tMVkGtooghkOq0eDaZ83jzaU+HjC9MoCoE8+qdeFAsIrN6mptLC+/baiJmb4BKCiat9/T7AJN/F4FMwNwI1yt1Ofmjh7gDbBoKF5AdlxBrfQcwQCWvHViWiPF/E2Mq5cou7BJB1SJJEIgIDXRUGRx0jSDN7AjYX+RooXNbEKrRCMLkllw+tVi9mrr9pvcv06KTkvvuhMzHXD9psV6i3vThLDOcRSCyUAj4JRAQQlkiUDIlzcDy8yIBmZUyhq1gnjMNJWxyt4z/cQrNs0fjwSH26NzCAo16U7mpAhKupaeTwI7xjweMhpEdzsymMHaiMYNXSBR+RsVg0bUBkPYCoeOz8i9PlvuAvXkdERsSuFPejwSnGCPx0+rM/9oJRFMPn5118V02g0RkQgEJoXKYjHgQxlaG3g93PffaQozJ+vIiwRDK8y2I1suGT//sYNdX56DC/bO7AZcDYY+3vv0XNwFLZyZYIasRdZRtZMhf2/AWrI6+f06fRbwvh4TbTBt9asCUViHdfktZLhnGatIkBFzDjKb/OOS8PLJMYoW1bBNm3Mf/360bpjKtSTJinnV5cu9O4ffFAppW3b0r5WqhT9PPssRcAZPteyJUVT5Lr56afUViYoGTqU4FssEvYHkCEmc2RLlCAv/dy5tJ53766uzX0+ZAi9h1OnyJiXedFuxlSuXPQMrLhWr07KZjgJZ3jx+8ie3RkZAWg8eDykZHOKgflubOtEOAgi5+XVrUvv8rbb9GsMHmwfX/+IVKhg/9wGI33zTXIAcWQOoHczcqSaP7y+2Mg0tmwhpxVHf2wRr2HDKLq1Q+SQHzlCEFCeY7GxZHQOHKhKA/B607Wrvre++SZFQWU7WOR7TUnRx1m1apFLYPToQfdlh5qbAWlbc+X6OGaMWlNlYWQ3ggzAXgvQFIYXNmhAQYSqVfWSMn8jicrw2rx5c9Q/NyWdEk4ByJiRjKdolQQzuiHPC3oFH8H3SEYGp/4tPYOffmpVAgHQJjVyJG2QtWrR5ti1q1OxGTjQ3QsCkOFVvz5t/lzwsnp11XZWQsJ5Cdu0AerUQcwJigB8j0dw9pFeBDmRnjy5AAWV5lfwJnLhDBkvfj95hAGczVkGR1EQbSCSiM02lCzpZARs2BDHB0emwE6AoFRlBcK4/vWUGJTCHvWBSZHLYvOA/fYbRR9N4T5YuNC9cawkpKU52Y8AxF0+5ySoCMrFu4KeK4OWX7s34D4mLF51H2IcdbxOwpIcDMse9vMMxaTJXwY3shAkkTfar76iYwaJOmVnzzr6MVRAmel6y5aldxckQYjfsQmVsSlUMJmlK77CZWR10MlrVPeXLhFrYdWqmsd+PaqQUpmYqBi5zI3Ttj4IWNBZ3IJWZXYSBNccy40bkwezTh1rGYGwClXr1ipHNGNGmtMXLyqacFOijXh17kxRrAcfpDFZtqzybkuRSt9XXxF7Z8eOzqiPcLiE5D9leFWurMa6dFyZ4vGQsscKnzzmnnsIBjRkCPWPzF17+GEaR8x8yef9+aeic5Z5QW7CSuDXXxPUS0pCAimaNqWpWjWKeHTooBd2PnZMz70JBEhpZiWU5fHHKVJ05530zp96St/PsmRRuUHjxyv4OBvpJolHjx7UJq5LKSHoAO1j0jEpFXzOT2WFc+FCup/0+Nve3S+/UDmKzp3VdZ97znlvU2z7NrcnXz5SVt97z06Ywkp6uKhIq1bu93R7FlO4Pc8/T2NA9tvWrZQTFY78CaBxWKgQQSpNch2J5Nm1i4zyI0f09+L3kw6yeDHNBQmhPXpUQTsBcjy/9x7pI9zWV16hcbd7N0VlGTpqc3JMnEiGmSwWPmMGGQ/s+Jw2jcZiWhqNjR497KUFWI4do/ckqd0B3fAy19Bo3k0goPamtm3V/G7RQi9RsGCBs16auf8uW0ZOU7POV69eOvJK3tsmcm1auNC5Lv1NJSrDq3Llyrj99ttRuXLlsD+3c2HMmxK9hFMAeLNkT0ckFihz4Vi/nrxen35KE6tZM1xAdtyBVSrAwLkAnCyfmEgLB9Op2u6xaBEpRRMmUEh64EDnxB08GMieHWm2IrqAju1lCAx77WzPYpMKFYBcuZBlPBk8dbAMWedOoCiaLVduzZrQc6YhVkX2ZZQmGCXQFH6zDX/+GYLDASAlaMECnKl1n3tbgzINIj+HvbSGZyo51eus42U+i5twjS9TIp1Xs6ZixEpLs0IKs106rGG+z7XvjngkIw4puFYqiOs3oYZm+9nw4nfOYsk19CHGUZvLrS6XbRrtRzHcQAZkWbeEIrtBj1sSLmDs1qpKsRI13kKSkuJQCkLwVID6iGFWH30EBALwuETCuM1mxOtuCG9i06YU+Vq3jhSFoOxFCdqoz51TSma4iFejRsSSWq+eFuFzNG3fPnJOjBxJRAJt2uiKMUu4qOD06fo5sbH0ft3mrO1zW4mMrFkJYta+PTmE1qyxJ7FLxrH9+1XkhKWSyJ8zx7+N3evfIUWLKlIeNwgfiyTvsSnIXbqQwi0JK/LmpTwYNno4yvLFFyqqHw2U6p13aD1o2dI53s6do8i5bdItWEBzecIEVUxWQtJYAgF7O/iagwaR8bZuncpDYu87H7N3L63FgYCC4pkexcyZafywU8Xsc+7La9cIrrt1K/3v9apIPSN5bO215cddukROju++U7m10USEbKRU/HfWrPQssbH6nLSxxrmJzOdiicbw2r6djMl9++x52dzObt0UgUQkOXKEjKRw68vQoeRMmTxZN7wCATKunnuOoIi2KDJL7tx03JNP6setXu3sbxvUMBKdPEDjtGNH0rPatKHfXKbE9l5iYmhMmuuVdGRIOCmgYLvhROpO0qExaZJzv712jfYcbqdtLTIJlAAq2WAj0zEhx24EXtzHc+ZQNJEJRf5mEpXhtX//fuzbtw/79+8P+7OP6xHclOglnOFlLoTs1XOrFn7+PHlmmLnp2jVKTmU2vk2bMActMRo9VE4nK9uiPTduAIcW7YFV/H5twUpLIz0vLWBMXK8XaNoUcUjDR+jpvE5aGiXMrlsXirb50/whivJzZyMbXtevBTSF0oMAPEGL8lz5u5FWojRwyy24cDUOmzYBqZsU2UEaYpUuJ95BfPJllMP28IaXcQ4vxLb6gCH58Ud4EMBreBVrQQyKl7s/j02bgLSAvtDfSNENr4tXVd9evqb+Tk0J4ORJowSOS39dvqJ/HoiLU3S1AG5kzYUzp8IrBzdSjXfsDyAV8UhDHHXHrl0aS2YAHtrrLREv/xUd3nTkbEZg3Tqk3FUv9Nli1HdEvN7CKzDFl0YMfr9yvaqgfIkn8B6eR8LhP3Hj6x+078peW6+844cOkbJqJvoyXIWfH0LJMiPCYRQIgjwGrAWUAVCUK0+eUK7S+VylsSoDKXsBeFTys43aGNDHYvHiBKvMmjXkRLAaXs8+S/Wi+vUjT6SpBPB1I0WGLlwI/70Uzs9g2b1bZ1WVIp/RTankz211vD77TCWl+3xO498W3ft3ScGCFPmSNYVsYtZuMv8+cCByIeiyZZXS5aak163rPK9wYYoojBtHY0AavocOkUJsRjbuuINypKR3HSBjyLznd9/pSpdQGv1+IO1i0Olx/ryKOI0ZQ3sFG3QDBxKcLzVVGUCjRhExgJsY7QhMmkz75YAB9E7YQJNEH0uWKIY6Ialdu+Nq+epwiHxX/H5WrdLz22wSDmqYmkpkE126qLH+3nsqivVXIwjhDC9GQIwYQXC+CRPIwMiUie69ZAkZY34/RSf/Cp18BOIsAPo6ZBCF4YsvVH0+QE93qFWLxr/bs5oRRhvU0AalNFmm+X0MGEDjRzJD29au2Fh7H8lcLNPw2riRnNnhRLZVjqFSpezr+Ny5qoZftKUd3ITLdrD8/LP9OG5HWhqR7qQ3b+1/RKIyvIoUKRL1z01Jp2TP7sgVColZt8eGczbl4kWnEsJeomAuQRxSsWFD0AEmkycBoHt39K20GBu7WHKaALoOh6mXLcOTTQ+hyW3HsW2XoVRu2RLyPj6LkZgNA5o3Zgwpr9WqhQooHhi3PBQ12FSpIznOwiziqe+NQqvKCj9dEEeRee1SAEDXp+OR8eAubFx4BvnqlkHlysDL76pk1sb4BXNv1CfDVCxKWa8eRw38oRT+Nm2wNdECc5L17CZNAgYMQOIyfbE5VKGZ+kfcIxX0Xrt2SkPlysCsWcFnfPNNIC0N19PiNMOr37JWqH37ZWSNvYasjz0QYpbbcSI78uYl/W3DhuDBor98Ynr3ftar6TmpqcDaw8rrv3BBAAXuKoq98/bokLugfIvODjp575VLKIsdaIz5iDv4Jy2+QWX3BjIgAA/y5AF27RHnBet9nDnlQ7JXGTLVa3rQ7JUqGPU7RXd3tXwOv6CJI+Jlk127SYc3j01DbCja9NkXljnD82TwYErylcbUM884HBwhqCHgrBsVhp1pDWogOy44Il4hyZBB24Dub+VDcrIymkLilk9h85ADoTGXEdcxc39Fgj+xd8C8hlRe5PlGfSYfvEiLFf1gknqEk06dqM9ZSXajYl65UofCRDK8/H7nmseQG4DyjaRXZONGZ72ff5ecPUswutGjVUTLbY3j56tXj3KRWPj4evXs5BGmmAqx2Z+293DuHO1Lzz1HkabkZD1nTi4mAwYQJGvpUvdakLZnlHmdvNd9+y0OZLsNsTuCkacuXVQOYmKikzWNry3JgUKLoUUMz75n5AiKqLBRlJREfTpzZling69vP8R/NRqZM1tsB9uzfvihIrlwExvUsHJlgrQxHB+gKHHZsgTpdKufZBN+zzJK52bcA4rwSBqElSuTw8rvp3bZSEgitUWOP3MdknuPjEhJ3ce8/tGjlG+1Y4cOSS5dmsbYypU0JtwML772G29QPpZkEw0X8eLz5fx5+20yKBgR4xbxMj9v25aicp9/TrqRDa4drUFri1AzPFDmGS5apOarW43IaIXnKIutPmPRoooRmOUmnXz6ZPv27Zg3bx5mzpyp/dyUdEpSEnn0UlL0ZPLHHiOGonvvVRuJ9Ba4iVy0ZaIwEJp8WYMJ8qauNR4PA9Wr47M9DXAfZrlfn+tmXL6MrxcVwVLUdXrzb789lFTqQ6yudJYrRzBBY8cqfmlj6O9bcJYQV8ZiMxCv42itB4PPcRmp2+ysWjlxBlXTVmHNj3+GdK7Nh7IDAHaiDPLhOGr7lgQ1dn2D1XKLHnkEH84ognOOUshCxowBhg9HqY96aR8nZxCJ3T164Cs8jtLYhXpYgq3rkjElheB8Ky+WJ4hYkOAkLU1XuFMQj982ZsblNNpke4He4xEo2uFQAXrRX9znc9EMC9EQn3wCBIKb7i6Uwfq0SqFjW2IOdqMUCnS4x5q74UEAaX4DElmsLHagPOajKXLMG69gOgAy4gaugcbz4qXivGCF+9w4jWb+OaGPA/Bg3jz13H6fxfAII999p45NRjw+QG8E4A0ZXmbkDAApliYFOcuLLzpYp24gARvig9h9iX33eCLS4gbgcY94HTumkUcsRT0k4lrovJBkykTKhBmtMUtIvPYawYOCG3AAHpRJ3Uqf8aQ3lcp165wsh14vfR4aXMBM3Ic9FR8I+6wRpVIl+nFjUt20iRQQ2Q6bRDK85DP6fGpujBplh9H8O2TtWprrpgJiE1b6nnxSL1xvi365ybJl6p3zsdEo6dJjzVHNatWc0SyA4Kbt2oXyZK1iu6f0sgsjrPiVzfpx0nB0o5OXxkS453ODd7LiGRNDuS3Zs4clE5B8JA4dU47XihVVRDFSv2fKRAq4ZAauXJly+Zo2VZ999RUZGRIObrt27dru7bJ9liuXrvDz/HRj0TWjJH8l4mVeU0bQTcbEU6dUUXEpCQnkSClbVm9TTAztSbVqkeE6cKBi0ZMsh9yGpCSK9ErYu4yqs5hQQ5vRwpB/W1+YhleZMuS8zZuX4JpPPmknKIoEJ7W1FSDH05UrxEItjcpGjfQ6muFy8iPJsmVEhHb9upPVkgm2bLl/Nw2v6GTfvn247bbbUKFCBbRo0QKtW7dG69atcf/99+P+aJhNbopdZDFCgCb3smWUf8GJs5zrFQ7TxotC3ryK+crmJYJzzMchNTK0yIJV15RKmVD9xx/4Ca0xDAMU0QGgFjYLzKAjiK3xBPJSU4x2Z8FlFFihCvf64UVaLqMGFYB2mIRVuBN3/DI09NlZH903Oy4oRdxU0EAGi6x9FAhEZwCYdPInCgoWoosX8Ti+wS6URTIS4I+NRyDYhpGefoSh79BBNUnc7xAKa03kvpTH2F7bKRAb2M9ohiMohNhY4PoTZBxWxFY8OVvPScuH40g4fyJ0MT88+CFY7NmDAPweXWmJOyosd3/A1fj4PUlAdKpUwbY8BCfMjVMYdOdCNMQCnA8atuPwKJ7GJzhZ4k7kwFmcRi5ssUUcQ8+YC5PQDsnJQF0sAwDsQDn0xQd4Cp/hRbwTfBbLUnf33c6Cqrx5xcZax8WijDrcKCTi2X2WewXgwTHkt5974ICD6KA61obOC0mNGgTnnD1bP3/CBH3TfPVVYNs2pBQqgVloSQQdLBzpseWcmMQELGXKYP8Ln4bac7xABHatSLJ6NRlXZu04lmg96OGghj176qxuXq+qd/XhhwY+998otqglRy0AgnCVKUOkADZvO5A+w0s6FtwiXlwaQIpkzZV9G46F0o0x9bvvIhtebpIpk/LWHztmVz49HjJYWKkMp6C6fcfKs3zWMMZ5ls9HYBVqojy2Ob+Uz9qpk4KIRXpXt9xCCrjNuDDbPXIkQcU54uxG0CKF9YbPP6ecoQ8/1HN/Xn1VseDaJBDQo4lxcdTnbduSU+evGF4xMaE6iAB0g0MaRgkJZBjaarB5vWRgzZypt/+rr/SoXZ48en07W4TRFBu824Qa2gwvWbgd0Fn/ZC3O++6jXA2Aoq7Fi1NEPFs2ggiWKaNg4NH2qzlHed2TkUMWCX/9RwiHcuUCHnnEmfNYogRFkL/4wj73btbxik769OmDYsWK4eTJk0hMTMS2bdvw66+/olq1aljK2OubEr2kpJD3avdutei3bEmsOebGK40ai5xDkr74uUATQ8n+hq5SFet0NkCbmNDEoLyNl7Dp6THkTWbSiGPH0BozMADDFTU6QNGCr7+2buIxoM98iKHmT5mi6oUBGIDh2vE+xCC1SCnHdZgIoeLGccgDgqec81EEKi9OIh5BD6uL4RVS1KdPR5YrxzEFD2IumiGcmIbXsYLuBoMDHXbuHOH1H3xQM7yWoC7OIwkBymBDFaxDGmJxEVlV3Sp5veDi2xcjMQDvYM8DL2JdMKcsNhaAz6JwA+iEsYhHcBEMYtQP5b8Dj2IcYpGKLvjW8XyQRoHf75p7uDupJuXy9OoFlC0LjyB92JSzARahIVKCML5tqIDK2Ii6H7dFD4zGz2iOR0utxtC6i9EK00PXvAe/Ih7JyINTeA2vWg1TppMHyPBKyWDAN/gk6Rnmjty0SaPzHYU++BqPI8HvUpjS70dynkI4hnzYgooAgMF4Tbv/RWSnzdQmLp6/hWjo/HDdOopIMNNWs2YqSVo82+XGD+A+zMII9LO21yFhNl7OF6uFFbiYtZCirGaK4Ghk2TJaw159Nfxx5gbtpiw//DBB9lq0sG/gvA4BNC9kwrmZ2/rvElaONm9Wfbh8OUGev/2WoH07d1LEldf/BQt0Ov30GF62Y8uXd4d5ssjxceECRVfuu89uXC1aRNd+5x37tQoXds91iSSJiSqn6+hR94hXgQKksALhDS+3iBf3x4ULFI20MbcZUhN/IBHXnK/AzBH6RxTas2fJqDDrIU2ZQkQHnFdvQr2KF1cFsk3p1YtqxvXq5SSZyZWLIqQyX18aQMG0AABAw4ZUjmLKFFKu/4rh5fEQYRMzRUonhBt0DtBzQ69fp8hiq1ZOo5XLK9hIu8zrT5pEUHnJZhsNuUY4w+ubb+i6Y8fSOpWQQGONx2hMDDlbHnqIxvn+/QT/y5+fdMKdOxUCJVK/litHuXgSlixlxQp7YXIWHmMzZjj3k3+G8DO3bKnKPNyMeEUnK1euxNChQ5ErVy54vV54vV7cfffdePvtt9HbxnZyU8LLgQO0EZYpQ96c1q3Jo925sxqU/DtCqLkE9qqF5fhxtZgZ57Fiao75EthHBYvdpFkz6/cBePAT2mB/oycJfx5uwWR54w31fbBOzHS00qBhgQDoem4LCYLMd5YFSebjsJF1wa8SVjPhqmpjbGyI8IKv2Q6TkJK3MDB+PIqdWo1DKIw6wYhKSEyaZcMwyXVgDdzEkT99/Tp57GbOhN8PzEZLFMZBtMdEFMQRdU2cxgrUwnVkxCzc67xesC88COBHPIyzFeqgNHajGPYhJgZILX8bJkPkCwRlHDqpf4IGh8eXBj9i4EMsAvA6okY5Znyj7u8PaDCVuWiGmKBhGBcHUmY+/BAoVw75LhF0bSIeQv+1TvYjEx4YCADbctfDPCi4zX2YiVToyuMbQeKNZRDEFEHxw+s0HBcupPwOTlKX+PemTTVyjY2ojBPIh1bXdJKOkOTKhdWTDqEAjuFTPI1hGV9Fd6jyAqGi3MFNeiEa6OdbNqA/UYKMNVNGjCDIjEnFLSUQUDnjtmXeNjf5s4ceojVp7lyae6VK4dKtd6IbPkdenMT9P7Ql7/nJk85ct3By5Aht6rI2jE3M+ey27tWuTXDqatVImcmcmf5npUHC87xejS3yv6KAMueB5MtHTGGCMVQ7duxYDe6Jl19Wf6cnn4aP7dgxPJU8oPfP9eu0J82aper7sAPuttsiwyavXSOygD596HiWjh1VwWKArm9GoE1njpvhJdscbp/kwsymSEP0s8/oeW2MhYZYkRCyzYcPq6hCpHfFdOBSyZ80iYyK118n2vPJk8k4Z8cBX3PaND0vct8+d+bOSFDMokX1up4mEgegfblPH73v02N43XorpRuYUSf57uR3y5dT3i0bfrJ90hmQN6+elyo32nnzlEHt8ZBDd9MmRXn+yy9UPFrmL44fT8aQJFapX5/0IM67szl9eJy2aUMRwXPnKAq/ciXBJqUh+MorFJlmRwzL1as03+bPV20OJ9270zOa60h6JVcuMtolW2oUjggAlKPHbMEAPUPfvgR/5/YPH67YcG8aXtGJz+dD5qCClTNnThwLehSKFCmCXW5V7G+Ku8iF4fhx5d0IBJQnhRdiWxFRIZlwVb8eL0hRGl4RhRmC2FMZ9DCGlMpr12mRYIhGpALK/FxBLHkyMuAb0IQsgKPqUcIwH/kQg7R8hXFdMM5NeGAyNuD20P+seJ5HDvge64px6KjqQfn9QFwcBkLlt6QhFqeRGym58oeeLwnnkQlGtMPwMgZMxiyX6BLfluUd9CemMwDweuH3A9eQCYdRCKeRW1Oc/fBiH0ogH47jE8EWGbre008D33+Pn4PRuRI/vYtv8Rhq4A/ExgLxyxagLRRU01Vuvx15z25DGyjl/nxcblUA1fZAAibSDKoYdkH/IYp27NwJLFuGpBsqQf7u41PwFD5DhmB9s4rYjI74HgBC8FXe0yWdew38gcfwNZ7Bx0gCYcdNg83st8PlRKFNgEgB2rUjg2D6dCelfZkyoZwAnjOFfAf1Y6ZOJUMIaj59gSfxToYhWsQtAA/ikQzPdmLW3IUyOABBRmTZvDV4LkAKXKVKqu4My/ffq2KeoQf2uxtejz5qrdMWOmHiRIrC79lDCtyff6JStxroj+H4mY3flBSiao5Eia49UHDjXbiQ8gBsCdjyOICiKNHkJH30ET3T6NGUX2q7pizE/t9QQNmMOiUnU9uZwOCRR9R3sg+kgyA90QUuRMx/MxmW/JxF9o+tcjrnetlIWUz5/HNyKo4aRbnLLIUL69FmySTIYhpKbobXvn2heRjW8OrUyUmtDTijFl6vnQzj7FktqhIqxi6lYUPVP6NGKchrpHd16hQ9n4wESmOyQwdS9mVBXhv1eahxRl9yoe4LF4hJ9ZNP9HXg/fdp/JklSaSRwNfs2pX6TBpHPXoQBbyZ42OKx0NRvC1bKPIxZ47K6dyumIfRpg3lDdatS8d/+ikZFoAeGZP9lZCg71GygPLixfT3Qw9RxC9rVlpPGX5oYzXMn58MUQmBrFmTImOcd2fWxAL0d3H2LDl9pOO6bVsy+CQ5jvm+jh4lhyBDaKNlroyPtxdFZ7n1VoJhmjJ4MI2xO+4ggpA//lD5hl6vgktyTTybMLSTpXlziua/+qoOs+Z3dhNqGJ1UqFAhVCi5Zs2aGD58OH7//XcMHToUxW0L2k0JL+ZkkwshD07JvsZi1NnahEqUQ2Je76WXHJTN7+F57bK7hvyAceiIcDK/XB/yWgBqww4qpQF4UAmbUOjX8XoScDiq2LQ0B1Zaeg89IFphfP650xMkxA8vbuQpjIyiMPGRrOVxBZm1Y1iuf/glOmGc+izYBnnvUL4a5zoFPAqaKMV4voCRA9Vg3gvu7RaGl1ZUOWh4AcAm3IYUxGmRNkXQoC/Codd+113AF1/gV9TGg5iMzMcI8+6Hl9KWoqn3AgADByJD2jX0xajQR8mxmezJ9dwAAzrEfdr47A+0eT77rNXa/ww9QmQSbTEZCUgOPWtLzMKCnQUxabJHiyDFIRVfoys+Ri/8Doo8sqHC75b7KhWx+AEPY3NjGveawQPY2akAamvwu1fwJqoG8640adUq5IDgR8uPo3jx2mBkhZrLfniRhPOh/5/Bp7gFIodE9AvXviuBfSgN4cy6cUPH5L//Pv3u2tXJ5BYIIMfnw3AdCfgQBhLh++9pE3/pJV3pDgRc80e9vjQk4lqIkROdO7sW03YVqTjs2eOuIPNxLVroRoYpe/cSLMjMS+HJID3h5r3atImuzf9ske1gZf/llylKMnAgQb03bSIF7ZFHNIdMSDRcbZQRr5dfDiELAJA3m6mkbe9BLlA25ahZM5ovUgGWItvFCv/Vq6GSCQDo3HXr9HPM/atiRfV3795O44K98jt2qEiFG2mLrW0s2bOTI4ahWG5sfZkza3D7EDLDlGHDaE4y/NHtvpHaZYviuVHA22qlSZHfr19PERgJKTx6lMZfnz60NrC0bUs5ZU2aONsjlemuXSniwYZMNHL9uh5NkrXGmjendtSq5bxvnToqeir3nUCADD/WRaUxxefmz6+gblJsUbdopHt3yomU5DI8TmfNojH68cf0P6/zt9xC40hG/81xK8dOhw5qHkUSj4fmVpcu9L/BTOuql732Gj1D//6KEr9xY0JO3XorRVUDASvrsXZvKefVnhfq1/37yYGwbBlFMf+Gkm7Da+DAgfAHB/Mbb7yBgwcP4p577sHcuXPxoVvx1n+ifPrppyhWrBgSEhJQtWpVLLfVn/n/JObiOGmS+tuMeMljDaXnErJiLprTJLt6VXmdihQJbd6BYG2IyWirXfZs4w7ogw/CNvPPW+6gxe7FF1U7gotLAB68gwGoNqabflK4iJfPp5iGgse1Fjk8x5CfbvPtt+5J/whGvFJVv1wpXM5RgFgaXqxDpCKOomSxsYDfj9JQ4fE1qI4nMQaZt1JtCn/Ag96whNq/+Ub7N2qjBgbUUE7DmBgEAhT5qYQtiEOaUnbNY4VoLOLnziE3TmMknkXGM4dD58XFwTXHy+2C8n7hggSBQEAxRvFnwXcQExu8xrx5BF+z3Y5hhcZ7y4jryJt2FAAwGk8T8yaAo3Bi1V8CbRbtQYQCbHhNR2tsQwV4PCq3TBN+b+bGd+BAqBhoSezFnViJs56c+jHsKNm7FzV61cQstER1rMGAFMWIthul4EOMg9Uwi4iIoUaNkPdfwmTLYYeznSwMabK9mEAAnrRUJCAZsUhDqkllP2AAbbLTpqnIbSCgb5SGUl0Ax1BGGoLRemDdJJLhFSkq9dlnFF2QDIhz5yoFyJanApBH/D9VQNkW8WI2MAmFZPIPmxd+506CST3+eGQ4nA32/eabtLcwFN0GfWggoLCmcVWmDBleXbuqItVSHn9cjy62bEnr/fjxCrLUrh3tH1NE9L1FC2DKFBxFfixDbayo8CQp17yXtWql5xh7PGof5H6oUIEiKG5y9aoGIT6MghRNGTGClE325ktFvV8/GovJyTTfmdUXtJZYh2mRIhS5ZAKZvHkVy7Cb2Nj+bIaXLW/v3nv1+lGAqmPHYtuP3a7L0UOAoo59+1IkxByPbiUu/oq0b+/YU0NimwcffEDGiAktnDpVzX2b4cWf7d9P7/uzz9zv8e23FB2T8MPDh+l/zrHNkYNgs889p+DNbHh166ZHhSdNUmUZzIFz2200dzgHVrIA3nOPM7XBlCFDKIrHUGTez0yHYjiH+LFjtA5xROzJJ6l/uIh4JAm3J/B7uvdeMuRr19Yho38jSbfh1aRJE7QJeguLFy+O7du348yZMzh16hTqu+Gn/0kyceJE9O3bF6+88go2bNiAe+65B82aNcMhngD/HyWccmEyLbkcexmZcQ9+wz1YTotLYiJBCQCVRwDA994odMPnOIOc2mU9HmjK/SAMxQeGlzzzjdPkwdu/n7w0c+YA+fJhbManMBltnTWKXnyRaETdxOej6Mnrr9Piedtt6IAfcQlkHPbGh1ZWQynLUBu7URo4R8riGDyJYw064dZd07TogjQeGDUzEv2QO/N1woxfuYKPgs+7G6VwGrlxP1SUzVTUffBiOe7WPkPJktj10Kvuz2uIZigZtZr8fqAk/lRtFhC7iIbX+vXwBKMiUtEPwIPYWCBx6jjL2YZkzRpanOX94v03XPOKzt7RkiAZQqHl5/LEWLz8hoTgqkbk0XzevaB8vxQjv0uKGfliwpaEGxcdzwTA6b1lmTRJg/f64UWKJ3hfjh4kJdFcuHwZ2Xf/gapYhw/QR7vMQ5gQLDQdhkygTBng2WexFlU1FkJtbJjefja8XIgyZAHlot7DwJ9/kudSnnPXXQRPrV4dKFRIp3O2KORlhIMi3UU3zbnsBlO8/35aa7p0Ifp1N+H7795N146PJ2OA283rT3y8fq+aNdPX7n+mSEWDFSK3Ne7IESc5AEAKy2+/kWJto52WwmP62DHldQoEqI+46KlRKByAMhgeeYSgqTb59FMnI+IddxCBjCxinJBAkCo29LgNtuKpbduiII6iLpZhSqMxpPRLOFuGDOr9TZ+u4O+sZLoxK7K8+KJmOLXEbJoTfL40dDgaN2oU/V65ksZUW5WXajW8Vqyg+dSpk2r74MGRc+FsUc1oDa9odCCuG+d2T3ldG7xUtssW8dq9m0hjbDBmUypVojVP1mX79ls9Knv4MEXmjh2z90OdOmSMm04UWfOscGEyrnr3VueOGkXjdv9+MlY++UR/NtkP06aRISLrFY4eTWOQjdO1ayl6fOwYObQ6d1bOAptz6cwZgoab5QpSU8ngGTLEeU40hi07Bi5coDk7Zgx9XquWbjjt2aPniUrh9v75J/WdREutXUvzR7JQmmKuZRKt9PPPai79o067/+eSbsPLJjly5IDn39CRI0aMQNeuXfHEE0+gXLlyGDVqFAoVKoTRo0f/y+/9L5Nwhtfs2bRBcjV2l2M/B9Vi0HJC2AP43HMhSmF/y/vwJ0oSCQeUflL2+Za4jKyhUz/F0/gCevQqEBBe6BUryDv51Vfon+UzDMUQzXBD1qxUSDCcV1l6XcqXBzZuxHTcr5R1hhqGGVebcBsuIjvyzySP1QOYihLjX0PrNa9gB1T+lS3iFUm0/KCA3gYyB8RCOH48sGcPjtdoFfG6Y4LvyjXiFTS8pMJ9Q+SvudWCCl1PRJ2lou+H11XP/RgU7n8UQe9xbGwIUijblsl3SdvULlepjew4j8y4jIsVgt44raBu8F3GiRsHlU02sEPttxhefngdRq9pVMnPQu0KXvs0yDt+J1aiPLah2SjK8SqBfdrxoc3GVDaMweJDjOpTGd1/7bXQsamIcxhY3D7XOl4ARZ0++QTVsA4L0Cj0sbWAMost4lW+PLFiNW0a+jwAD17xDyUIEOeCHThAG/DHHxNBxjPPkFdbGl6RJkt68ruA6A2v7NnJi9yuncZo6hA2vJjwITVVV+RY+cmQQeUB/fHHf9bLWqAAKZxAeGbBQECPWLgpyJHkiSfo93ffqfyZaCLz999PyulLLzmVvpQUd0Xwt98IHigdNAkJzjYHAhEhjqGvOQ+GGXclgRRHBnm/C1dqRbto8FKibAj27lUkJl6vglXL2k+GpCHW2RUXL5KSOm6cmm/RKM42EgtbFMY2FqIZEzZ6/GjG1b595Gw9eNBpAMmIatu2FLVxK6ItZdcuMtTkmmvef9gwciB/9pnzvocOUbT73nvdYbgAOZMGDSLnkjxu1SpnNNgGNbTRyZtt6dyZSNFGjCCY5rffKkPHNsa5vtiyZfrnbsYuoFhPwwnfKzmZougsW7dSJFjKyZPkwGnRwtk2lsOHdV6Bhx6inFuZp+nWBrcI2X8qt/a/TNJteN24cQPvvvsumjdvjmrVqqFKlSraz79KUlJSsG7dOjRu3Fj7vHHjxljhQg2cnJyMS5cuaT//dRJuIGbIoNd84AlvUFKzRx8AeSo6dVIhe78/5HXwrFqJJaiPz0CQBza8klbo0IyMuI6MuI7DMZQLMxkPwhcQni3RHm6+ZnhxP7dpg3gkYxgGOJ/N56OFfOdO4NKl0HWk4RUp4mUq3F74EZNCG+9y3IOrSERKTII14gWIrhfvIA6pyI2TOsTOwlylGV6cJxZuTfnkE3gQQHeQF0pbxyMYXhJ6FjHiJfrLNLxiY4Hr9WmhHYU+mFF5sPYsITIIUSvFmvvG33ljcBHZcRWZ6dm3bw9tDn5xnjdWtDkY8TLfnQ1quBGVHX3/PAiOVRQHYMo8kGH1ZpDdcCoexGd4CvlwAm0wzXF8SHizMRUTYyP0IQaF/EHPsiy74PeHNbxofgbcI14dOpBRFIQ1HkBRrAaVIojK8JKDqUwZ8sbmzKkZXqVg5EH160eGSa9eZLhwvScJNYzEvvOPGl7hDIBoGOrMWjmAMmaGDqVnBJSTp1gxnanrPyVFitD7ZhZQ2xoXCOj9a4OhnToVWaEvV85ZL83sUxtcsGhRKrB6663OhW3/ft2wklDENm30nB1A5RRKmTJFZz9j3UEY+6FmMgPa+PE0Jxn21b27KibOEavDh8Mn/xtj9lGMI0Vy8mR6J5w3KfPNZs+m/0WkCwB+xEPYjlud674JCwUoN1NCX22SXqjhc88pBfevOr6jMbxGjiQHyJdf0rv46iuVy/3rr0SS06RJ9KyG8hg5ft3WB2Z7lJ+lpFB+5+zZesTWNCQk0Y75rCakOZyRG45Onh0aH31EuZnDRckbW1/ExNjXznCOrj17iP0wnPC9ZFtr1iRjyVwnsmRRdWKlmGuDbL/Mz4zUhuBe5pD0jJH/YUm34fX4449j+PDhKFKkCFq2bIlWrVppP/8qOXPmDHw+H/IYUZQ8efLghPRyCnn77beRLVu20E+hQoX+Ze37y3LLLUpBMMXmJQQck5brOXkQIO/guHGkZHBYNziZPMtpMrCCbdOrUh9/ChWxBd3wRYjBzQu/UqQDAeXx2L8f2dLOIisuOpXKPXuAlBSkIh6vYQjWwCi6OnMm4Z/LlQtRqANAdhAM5E28EtHwegJfIhsuhP7PIeCFl5EFmXEVj7W/jvPIEfqcdenmmIPJN1pSZE7snMVwAMWxTxk41arhUFbDWwTgTgiv3i+/AMOGIfuOldoxm4uL+WDszvLfkHLdpw9w/LjD8PoVtZEfR5EXx7EK9tosJp084DS8vF7g1EcT0Rjz0R/DcS02Gw6jIC4EKct/RAfMenOzhu/XDFCDjt177QoK4yDuwm+IP7KPcrhefFF/JogcL8AVnmZGvNZUfQq/4R6HockkKpJi37yGNOpMpkOr2PIUBg50YOo1w5NJDwDaMIOwJJvh9Qdqwgu/e8QrJoagKsHBGQOftUi2Y1NMSnIqxeIZJNSwERba783y88+ktEqYUObMZMiJMXUQAgqUXqjhAw8oRrZwBtXmzdEVneX7yzwnNrz8fvUs4Ri+/t1y5QpBiX78USmFbs8oyQAkNT4raHXrujNDSjGVHbPvbUQDACls1asTlDY1VeWmmNcYPZqiErt3q+ijlFy57M8oFU1+hzNn4nfUQitMV7dgwzBbNieUkBd0OQYkYYcpxt75At4jZ9HWrerDjRsJpmXOLVHX78Izr+BhEHteWMOLH2LMGCdVvim2yE2NGkR2IPNnc+akSE7FigpqGk0Uk/PjZF9FY3hJA+Wee8j44neSmEhtiIn55xte8hjT8JLR4qNHyRhfu1aPkDNx0ObNNDbNZzWp7N99l4woSVwWTQFlKf37E9wwXAmg2Fjn2lmrliLDcJNoiXSk4bV8Oc2bL76g/3v1ot/XrhFyyYRymwZheg0kdtravNB336103b+54ZXOnROYM2cO5s6di7siJfr9i8SENAYCAVeY40svvYR+wqi5dOnSf5/xlS8fedl691beO4C8jR99RCH+Ll3Iw2R6WoJSAbRpeBDQjTNjsYodRdGC4kGolWl47UJpFL69On6GTpJwN37DdAQjjX6/wsgfP449yIn1uD1UNDYkpUsHN+pquIGMuAixudevD9SrR0newbaabcmJM1bD63s8gnp3XEeBVdOQETeQF3ajOxHXUAQHkfViNkAoi7xPF8FBNPPNAdYlOBYJrYDyk0/izKLCOIICKIij1ntxWL9iqZqAMMguJQgnwZYtyIYLobpMch0/hMJIq1kLsaVLA/HxDsPrCjLjOPLb7x2UcBGvrbgV61AV1XyAP2MmLAi+y9OZiuIKMiN70Hj9Bo+hzgdbgDdfVNc1KNmlnL73cRzcXhQAkNojG5CmYD71sTj0txbxyk/PkQVX0Ai/hNpiGl4Bn8XwALAXxVEC+9ADozHPKGidbsOrf38y/MuXp//vv18RM7z+OmH7hUfQDy8qZjmALVN3KwgXQBt7sIZhKuKsEdIAPO4Rr4sXNQKZb/C401EBULQwZ07l4c2QwbnBzZhB7RZQw7BGp5TChcmDnikTwVCeeop+DhwIwfOWoQ7q5tmBwifXpj/iFRNDbS5dOryiuGULOY+A8Mex8iLpk6XhFQ6685+SXbvIoC9UKHxejvSK9+njWrg+ogKzfr0yGNxgaW6h+kOHSDFr3pz6ulo1yuFatUp/91w3yFZAuWZNQl/Y2imVT4FaqYWVyI1T6tVLhd5tPEhinGjGTLjP8+en/mYmuggS1vBq04aiXtKwc5O4OIrYyPPr1HHCtpgMwu2eLE2M8hm2fpGfZc3q/F5eOxJMLD2GVzSkHNIwevJJijhylF8aXnFxeiR7yhQyMCZMoLHaqBFB7X75hdbH9ev1iBe3IX/+0P4UkmgKKNtk8mRCMrhBDeW5lSvbaxvmyaMZ+1GzYsq2MsQ6LY364OmnSa/0+ezrULiIVzTyzjvE5Lhjh/55ixb6Z39zwyvdEa8CBQogS5YskQ/8J0vOnDkRExPjiG6dOnXKEQVjyZAhA7Jmzar9/NeKSTrg99NmNHEibdYAeZsAvWZP7droB4pQeBDQw+UucB1WRtnYuVq6MgCKePh9zsU1D06pHC/LQhmAR4casqxcie/xCF7CWzq0jD1RwnPEbXkJpPjuRQlHjtcelEQGJCPf2lmhz/zw4mLO4o5bP4Cp2IJKeHSDXmODdbGQMioLPwYlDbEa9t80hKKVY9lEna8xY/CAqIklu/ET9MSVeb/ToshNMgyvSGLbEy8F8/am4EEcR36kpanjlqAuei97AOWwE4VAzIcFcQRZT+3V8iQGQSUA+w26/Iz7VM2VuKsXNW90dhGJPFxQ0OIWKoQ/c1JyfFZcwuDbZuA+zAjBKWegFfrhfewq0hgZcQ0XkQ37YxU9Mee7ZUByiABmGtoAAJrjZwBAVxAjU0vMwhPBv/3wwm8WUB4+nJKHebPlTV3W0hPiQwwOeYrQRu4SJbBFvAB6n64G0KxZjto51YPU9dq4K1WKItrz55Oyu3kzKRw1a+pFW194AVi2DMn5i2Ex6hEBTbQyYwZFUST7ZNGi2Pn48FB79ue5k2iGbfWfIkmePLSemRuzlHAU2VJYWZZ5aRJqOH06GQoGROw/KjZPv3zGgQMpmlqypF3pc7uem0hIIB9rerlsJBeAs5yJbItN6bSxz6amknPDzfPvIlp9LDbCDx1yV3Zz56Y8G+CvG15mxEAqvYZk/+RNLEY9FMKh8IZX586KbTDSu0pMVIWqw+X/AYRmefFFSi1wu7b5GUdHR40iw+T119VaBxCUjfvQJoEAkd78/DM5YwBCjDAJzl+JeCUkkIH78cfOdysNr2zZyDHNa47sH7+f1pOFCwkG+8ADxAy4bJliFPR4yMldubL634x42SSaiNeXX9JxkmnaJB+pJhxpslZb8eLA0qX2e1erRpBAjlJFimraDC9ZFkHWYWMx626l15kWSYoXp3vOnv3X81T/ByXdhtf777+PAQMG4KAs4vdvkPj4eFStWhULFizQPl+wYAFq1ar1b23LP1VSUgh+I70OXbqQt4onJ08kWyh62DCcRB5cQSZcRSY1sfbsUcnZEQyv3aMX417MxDd4DJ7dOx23OIyCuOFNpEXPLDIL2iSZol6TffvwCH7AW3gFDUQEBBMmEPSCGyAiXtw2H4hWHV98EWInK4U/0RZT4E1TEBUfYnA6rzNHISOIzbHWsSmIEzW4ojG8NDa9BQuQ6cZZzENTbDajeo6O0K9zKJt+fFhq9v37yUPWu7e2xv+B6siI68SeBQ8Kwz7vzIjXK3gDH6EX1tzRC38E84XS0tRxtaEw2Kzcs7LPORSpnjishfIkmoaDCT2UIvMOTxaoQtHNxx8HCheGJ/jwqYjDipz3YRbugz8Iw9uCSmiIhXh0xoNoh0lYhrqon28nhtaYhXsxE+dBUIYE3EBffAAPAngFb2n3ZuhtJihF0A8vridZooYyz4QH4YUL5KXmxH1QnuMvaKz6WeTBSbmA7KG6Yvp48QDw4Nz2E0j78lsnK6ZLPtUKGGvbqVOkzPbrR1Ge9euJnc6sr9azJy7VbIQGWIyP0Uv/7u67VU6NWZPFDXYWfGfFsB9bCzenqFqNGvZj3WTNGmLJ43qAbhKt4VWnjk7BDugK2bVrxEQnS3T8p4Wf5+hRxVi4eDFFWj//nJThw4dp7WYlaMUKjZ1Wk2i94PJvt+iZKbz/nDhB46tLF7vhxTlQJksbQOPTrZ0RDK/Qq+c9f9cud8UwIYEcIsBfM7y8XvVd375akWQ3qYeltDaHM7xiY/+xvJbz52lvMPNPv/qKogush0k2QIDYHs2cezaMhwwhR8/Agc79nGtFyXkkFfd33qEIKENK584Fxo6ldvwVwys+noh9nnnGPdpii4rJ9qWkEGqhUSPg66/ps48+Irgy5yWZUTtbxGvCBDpHUsdHk+PVtSutNTK3ka/9zjsEZZ0zR5H6yIhXlizua+7s2ZQvz+Rqkfq1SBFa2yV5kHzOXbsUusNNSpQgx/4dd0R3T5tEgk5XqOAsjP43k3QbXtWqVcONGzdQvHhxZMmSBTly5NB+/pXSr18/fPnll/j666+xY8cOPPvsszh06BC6R6qP8d8sW7eSJ+fOO8kbfNttpCi89ZaanOGS3L1eHEMBZMEV3IJzdu+NsaCFWNaCa4k/WxJm415MQxskfvq+4/TzSMLSgh3JAzh2rOP7ADz4BU1wNt+t+hecY2aT7t0Vxl8YXqywhwpTliplT/4Oig8xSPM7J3oc7ImqfMtQvo3PByQk4A9hYKQhFr3xIXzxCcDUqSh2fj2OIx/KY7t+MTPSanR92cO6k0Dm+Dj2krNnaeGfMQN+P7AE9VAWO9AWk5EHyvOaLZgDZ4qZ4+VBAJPRDtuLtUAmXEVunITPZx8e92GW/kGQlSoukKo9lGlo5Zv0gbUtAPBDsN4WEBx+L79MykKFCki6RvlZE/AQBm9+EJlFoWFAHwMAkBaIwZrcLTEb9+JuECSjN/QIEaAYI+cGobJaf8NrV8guXlSEEox39/nISy/gT7/jLpxCHtV/lrVu6z090ACLMQctMBwvoBK2OI7x5cwDX8fOmIoH9C8sc/wkcuMCDANv1Sra4Lt105OdLZtd/g8tpDaADkO+6y5nfZjnnqNI2qhRlEdSuzZOV6yPvhiJGPjwzOxmjqLsUcnhw8APPzgpyE2J1vCqXp3aKhPq+/VThUfTWwj13yG2PJ4iRYg9sFs3+7GzZ+uOuWBkHED0eR/y2Cee0AvkugkbIufPE/Ji7FhlSEkDKFJuCkBQwG7ddMWvQQOKTrAsWoSAUF6try+cRz4aQhYuumuKNLwmTiRF2aX0hRQrnbw0Ci5edCr/6ZGPPqKowcCB6rMhQxR0ka85dapee2vnTkXeYko07ZBzysa2aEZ0ZDQlmusXL04/4fJE5bUXLKBI/rQgSZLsY5kryA4KE8ro8dDayaRjHg+tbStXqqjwlCnkPJA5gm++SdBnOcabN6eIWt266rP4eH3c8d8PPkhRz9hYmj9r19K6ZTrVbXLuHBGIcNmHSP36+OOU0/Xss+ozGdmLRJYEkAOjfHl6tltvDV8SyCbvv6/IRgDSGV95hfYSbv8nn0S3ZvwPS7p3pg4dOuDo0aN466238NFHH2HkyJHaz79S2rdvj1GjRmHo0KGoXLkyfv31V8ydOxdFihT5l973Xypy1T55UuUrXL3qnJwmlCMpybk5RGF4xRgRL54P12EUyuRLwmOHYjfW83NkJCoq4fCTMLyGYggAoAT2qkcJszj54cXVuCTcEMx/P2XtrEEbbayGIabA5GQgU6YQXBMgw+sYCuBq/lKh58uH44iF0Y5I3iOj07S6WuI1PYzxyN4oaPgFWQ2vIjN2oSwOoUjYPCvHrR59FJfeHRMyPhot7I/JaIdK2KxBDcNKUlIo37ChIGVIRZwqrBhBEqBghwlXztCGs3s3cOQIclwnT38irqP26al4Al/CExyTJbEHTUCKOfeXrc018AcewBS0x4SQ4Wbmc5mG18UCLu+LYW9mHkbVqhShkdfmfpbGSjCh25NKg2s+mmIAhuMqBPyP2xHMEz+KAjqlvtgU04LtNpkfAVDdGltbtziNvGvlLHliAK0jDAv1eIgcoUEDUozr1iUFbu1agjFt3QosX44arzVHT3yM2Qgqxn8lf4oXmhUrQsWiwx4HUKJ6JOHaZO3bU64dv5v/djiLDU7WsCG1/8SJ0PoKQH8WyW6WnoiXjG5IooeSCsqrCe8/NrY1aQCFM3Q4LSExkSJ6ffqo7woUcBZdF4Qw1suGuxcr1eEIR1q31pnu5HXNZzINYYAcZCIaZjW8atdWpQxefpkiaEDkd3X9OjFEJiQoZmAb0550uNiU/VDjjIaxfnbiBM33L77Q5/GXX6q/Ocoi720zrqSB060bzddo8ug3baLnyJcPWLKE4HZmexs0IIOzQQNaM957T0U/pd6jFcU02se6g8dDRglA0Zxu3Whs3nGHMsZtfV2oEEVopAHSvDkZv/Xq6e11g9JdukQGY+3aVMvN46G9ZcwYyqflXHdT1q+n9SCYPxz1epYrF0HST52ynxcXFznn8O236RhpIN13H/1m6KNNZLFoQOVNP/tsdNDOv4mk2/BasWIFJk+ejAEDBqBLly7o3Lmz9vOvlqeffhoHDhxAcnIy1q1bh9rhNvD/VgkECLpRs6azeCXn16Sm4vI1I+L15JOhwxYX7oIzu8+h3/cGnMAc1ElJwKBBeOklwBfM0eHIQL9+5DznFAk3w+s2bFZrm1zkOnSgW8KDgjgMry8Fybfkc17ATYIb+tffeh3BsVikYcUK4K1KE5z1LoT4EIMrMVk1RX9zbJWIhleoNlawv2206WkpdI116z12JdgwCM0jWu54V/tftkOeGi+gkBeveNG7N5AZl3EFmXAe2bXv3ZjxQq+ldm0k/PAVpuIB1MBqZL18NHTvkSPJgeom0xFU6ocODbET9oCqkff7qhhMz/G4+wVcpNze2eTle9x+7kj0Cxk2kvbdhxjchd+w/ERJzJrtUXXGAMQhDVPQFhPQAeNhGEfBfpb9PR9NMHATwWFnQXnV6cTgcWZ9p7S00KbVF6NQHHtVPwejnRtzNcLFeq0BAJ40ek8lsQf98Q4ywcmm9/LLNEWnoC0+EhDAgFBufw6ShuTGaVdoqYOpT8JjgpL/8yE4ixwYCgNOuHYtDZg+fSjaUrEi5UcsXKjPNY4ExsQgw8XTyI1TqnD1118rT2y0IhWA7dsjH1e7NhGguMnp0+TFDua5bDuTGw8/4oHPpytfL77oXi/03y7S68yG13vv4XLOoviy0Gvk4V6xAt9U/xQjD7YJER507+FR+fdyjTeUqtGjycEeWl94bHfvDuTPj7ffptrGgdsqY8mAeQCo9EPXrlQqSBM2vGxGtszvC2cMSdKLq1f1OmtxcRpT4vsjPRqpjtdLrzfZG1yrbfoFGziAisaxwukmbvlQosDxLwu9+Opr53H+7Dnw9g/K0euHFw0b0tY8bhxt6zduAJg4EdvG/IYV1yuHjj1xkvRYXkMWLqRurFGD+A/eGe6hk5OTo6OTN/82o4GmLiCLbS9eTI2WEEYRVd35xHvq3+bNgTfeIEeAW8TL7yeFYtgwimRFKxcvKrItU5o2pQhUkyb2+mFsDEnGT9PwksYUn1uqlJ7b5nZuesX2XpYvJ8gnG/E8/7NlI8fD6tV6kWEp0klRo0bUTk94vdQ3DCk256fXS86qLVv0+QjQmj9kiL0kw4wZ1EdGPrImZt/J8cXtOHkyOjbW/2FJt+FVtmxZXHfDm9+U6MTjoToHf/zhrO0hPNe/LDEiXmIhrX/oW2wt3xYjRwJJOIe5aIbZaEHe0lOnlPeqXDmcyVQEw4YBOwJlARDEi2XOHDXH3AwvAKh8cj6Re8jFILjQB+BBd3yGbOcO4LOzbbEbpVyuokvK/e0xAs/ivZ+Kh/KPWTiXp9qWr8New4cY+NJUv1zJUQiXfRm1OlvSqHIYXqmpgM+n0ZOfQF48iMnIcYy8QlevIUTSoImjVkX4BVsaTdLwkgWST56hY8pjOzLhGrLjolJ24R7xkntszNFDKIYDeAMDkfkGLXxMfsJEXTaykAcwFePePKRtdOb97r8/zAOK4spSQjXgfv/dNZHYVkDZhxgk4hqK+cjD+x06YzLoHuOgPLLcP11BY6Ujvg+dDwCrUQM7UD4EP3WQX/CGkM9wGhw8GIKdFMZhVMBW1c/BTd9/+gxOf0Ae8PJrx2EoBqEG/sA7UMyQZ0U5g6+/VoFrmQd3uqxyIMm6bWWwC39VYq5eRg6cR0ZcxxkYisZzzxH8g4v5Ak7YDxtewUhJVlxGYRzCX5ZoIYTRsqjNmkWwwiD8aMEiLw78uAKeDz8IXef8eUqzePttQu78x0XzuATn9ZgxyHL2IJ448mroq8CRI8S8HJyHCxd7FFP28eO0Frdv71C2n36acvxnMXrYUEBffhko/kk/eLwe1HuHajEdOerF11+rwExIMmemcZ5R3xcuJxXW4d/mu2zZUu1j0ss9ejQpdQAVvo2N1Rj6nptdHzHz5+ICsiEF8fB66fVu9Afv1aYNHPLDD+pvrlf2+efO41jS0jTyoKtIpHylHj1ooASZGY+d9GL/wWDfPfYYRaOuXcOiuclYNEfpPwF4sH07BY86dSKU4mefAahcGRWeugvbjyuo8BsHOmLsWNpzAUpJOn1apT4OetUCQ7UZXjYjrHNnZyRCwhPltaS4GHRlz69UdXIbNqQoa/364Q2vvyLRRj9sxY3HjKHoo4ywmcfZDC/+7ORJgsbxeLH19c8/E6xwyRL12eHDFA0yneZynvDfPXroEcoNG1RuZyRDb4+ovdi0qd04lfLRRzQHJNTQdn1egypUcKZLXLpECqGpkEUr4RhTuf5s+/a6Hvk3lHQbXsOGDcNzzz2HpUuX4uzZs//9BYr/W4XhkcwOZJHzF42Il7G4JVwiz14GJKMZ5qEp5pEXMVcu8qYAwPXrIdjzcPRHX4zEn9ChJUzexIbXaeTEBLTXjsmWfIrYr3btoo1/zhzg2jX8ENMR89A0pNjHIRXfoRO+yhQmHB2Uq4/1xHMYgR1QELBjIOX3tSDkkBVx/9vvYAyexP2YhgP1KXKyGRVxAdkRk0ob6Qzch+31euIishsRKqfh9TOaIRapCKxYCZw+jYlBY3QviuMaMqEVZoTOsRkpO1BW/yBLFuxoqi94Rw0KeLeIlzS8+BipcEvGSNMQYo6H0NDYsQMxp8iLJQ0MVypzrX0xuJy9kHZB835NME/3Ygdl0zOfE4Uus0Zp1xXXcMmbsBlefngd9z8ULA1wThgz1wxIH0cI2fBiA4cNL0fUkDda02M8f77GvueH1xHxqoINKHlpQ+iYSthMRVmFtMZ07f8QP4EwvM4Wrw588AEWooE2Px1jLxzrmIv4EINcOAMPApiGoOVsU5TM52fDSxCJtIQouJmo93tECeedl9KgATk1evfWyU9MMQzFvvgAL+MteH0KQy33/f8Kf6FMpOe54KJ4ZcGlkGdYmwcNG5In/YUXXOdT6Fl5bF+8GHrnXE6EpfB1F+P+hRfIMjCUMIeqLBXV228nY57rsHH06do1ul7oIgGCm5ntvqUAknAB49FR6cn87MGXeSgb1VVsiAUE2WLh8SgMK4eMHq1FW6tiHRmBHA0S6949CELTvvmG4H+nT6PRvQlYiEaiLyz5xds3AXXrYiw6qe/feAOfoCcAVY1FyqFDxrXSG/GSSrqb2KLHYZjmrNUOTMNGGjMHD1L0OVz/szRoQJGgcHmqZ86QvnHypL0f2rQBHn5Yh9CaxkyxYgR/7NJFnTt+PDkBjx4lEhsmhbEZQnPmEBmQNLwGDSKUAENbWWJi6HoPPKD0L5uD6epVmheck+dmeMk1MhrD9upV6quDBynCzYZ4pUo6nDgtzR0uyO29fp3ynCVT45o1ZJRNmeLeBvNZ5s1Tf//0kyrX8jeXdBteTZs2xcqVK9GgQQPkzp0bSUlJSEpKQvbs2ZHkwvR1UywSheE1OH4YrdK8iRmT747kX1EU+631i0JFEjdsQNwSypmZgxZYgVoa25sUNrzew/P4BM9o3/nk5rdzJyXffvABusaNw2t4VTO83sRADMxs4lacknLdmbsVyhcLRqxCCnmevOiOMZiO+3GpIBlqm3AbkpGAOjvGAABaYSZqTB2ALlc/wWbYCTkUq2EMfIh1pI/Z6j7ZNlcZUcO77wKXLuFATd1YrYul2v+S1juS4SXJQTSDzTAaKgaJ80IKpsASSmPLpPs/CeXpGi+IMELX6UlKQn4c086bgxah/KDUbLegAI4gJ07jcN1H6YCJEwEAF0TdNq3NEQwvGe3xIcaVxl9+bhpefA2m4b8dG1AEB0Lsfg8KWn8AarNhQ8NFQkybAFClCj5FD8cxNjp5E6YaCABd8A0Vbw3K+cKVgN690QgLtbnneP7vv9cgUQ6RBURFu1lCY+nYMfqRMDLTGGIMsjAWFqIhRt8xlrzAFZyFxcNKtIZXjhwUbWnbNryX13KNfFBMlChQQLulLVXp3y5c0sTjCdsHHgTwLFTOtDYOoogIhnwjTF4xcSL8e0jJZcbXqMW4j8e8r1Qu16+nPEQTPmXzhFue35umxiNfNieCkYWgEc7zKSsuqVwoQBle4QpmG8a6tjadPh2yNgLw0FoHkIfeci5gRyAkplwAli1DJ4xTZTVEn7kRPGrX4r3eFumxGUvRwONsjvEwhleoyceOUVHpo0ftkD9ub4MGFNVgyGc42byZoj/h3tWoUcTO+Oab0RGnSOF2lSpFjoNevfRzV692whFtfR2upIKtLe++S4YJR4Rt7yUmhvpUGnM2kdf/8ktFLBLp+EuXKBrIRZOzZKG0Filu8EY5J3fu1GECnTpRxDpceQ5+3nLl7N//o3DO/xFJt+G1ZMkSLFmyBIsXL9Z++LObEqUw/WsYWv4LKYm0UTMkJThoF0MpI4m4pm/KO3eSYiYYjjIsJC91IyzAH6iJ0YbCyHOBDa+MuI6zuAXLQPCnJagLf0Bs9mLj5zWLlc1u+BKFcAi3+BTOPuRlN8R34DAK4jDiRX6WaUTy/zGPd0aDINEDs+tZ864AXPdkxNpgAVrT4DDTFfyXr1Kf8f/wIh7JWp9GNLyCC7HplPoTpfA5gtju11/HFmEMynXcZngxJbr8zPwbsJQZEQuaVCpMY6A49uG70m84nsV8BtkOR1viE3AMBXAWOZHx6J/kAQx6ATXIYEC02ZUpjI6XfXEARR3P2wiUXN0E80OfseH1E1oDAD4OepaXozamog1i4KdosJvwhrVxo/sxCJYZEP0zBk85jklDrGPMmePU76d5y/IWXsKZEncAf/yBwjiIIyiELSCjxjH2MmWiiEc4MUgBfIhBDpzFfDRWRufQoSrHgCUC1JDbs6RQcANO7+YZreEF2JUgU7i9TH0MMV579QJ69dLe139FPWW/n5xuhQtH7D/phLBGQ65e1RR6aQ+FDK9y5UIEF7zmmIbXUW8EMgRjUchy4bCWm6VFwB9+WCdOYTIE81nnzNHqZPXBKACA1+e0jpeiLv0RVBYLXaQ6ltPwgJ6XyYQBkt3PFGOMP46vicp82TJSTkdTTqsfXjVvJ06k9j/6qHbufDTGIRSBQ8SzJoHmkP/PvcgbdArY7OXY2AgRL1uUq0MHRRTyVxXZaGorjRpF9xk5kvLCPvxQzbkff6TojSRrSQ+dvO35zLYFAtEbXlxs+quviJBDlhoyn9V0YNjawvuV3LDdCij7fMTY9/HHirwomgLK0US8TpyInKhqIxQx28zi5rQJV0BZ6Emuwue71Wm8aXgBSKfhlZqaildffRX58uVDnTp1rD83JUphz2emTPjMosABFkUhOHmsHmwAXgQIf/zZZ8QuE6zj5QvQ8RWD9Na8GZiyCA1w/t5HcQWZ8RAmoE6w1pMXfvhZeb54UTHdpKQgg/864pCiKZs5cA75UhVO4Rl8gkMQm3tCAnDvvcjf4nYcRmHUgCIGKAgig+gOwv7LzYgNBE+AfnfAj4i10MY3TJ2HoygID/y4tYQOe+A+zY+j+AEdEJ8js+ZVL4F9SMS1UL+eRG7sRQnHPUrhT/XP/PnAl18i83En3IOvE/DpC5/V8MqZE3cF6dKlwbMbpVEJm1ABW0JQOxZem006eSA81DAZCbgYlxPnkET132BcJyim4SXfB7P4AUDNt1sReUYQlmRCBkMSoTAo98WGPE2wCZUdhtdvwfpXCwTchx0GtsivLYLpEO7El17CQRTGfDTGtCLPhpgdWbSIl8s1UxGHwRiqfbaMFUe+js8ZxSy28AugZk30x3DtWGvETxocZuKS308K2ccf43I5YspMQyxKYC8aYwEcIjdaU5FISiIDgQtMB9sTDSuxVRo3ppwJ876m7NlDSVmRjuP2CmM+NF4ZMvbfZnjlz08oB4l0sCghHgS03M4LyK6+ZIO4bl3tAeXzaWjg4KD1BctuPIf3EfB4sBYE0zsT41II+6ef6B4TJmD57Iu4AyvVd/K9vPkmMc4tWkSKuBSOQtneowj78xyOu3IBC9AQDbEg9Gjrgu20Fuy2Je45cm+FGIbXSxhGpRG2bg2Np3G1v8AQvOZ07AnH8mC8hqbC+SPF4xXQ9uA79I79FpPQzno8QLe2Gl533kmJe5JFNUsWIoeoUUNBJKNRZBlu5pZrKT6fhybOzwMByt/r1UsxiSYlUWpDQkL62OqiMbzkMZEMr2XL6IdZMitVor6Ljyf445Ejzmc1WfZGjaK8e1mPy8bs6RbxCgQIKdKrl4rk2dobG6uPQ7d3ZyPFCCem4cXHnzih5uVTQV3TzQFq7gHpNZDCwc/btVN5hzcNr+glLi4OW7duhedv3mn/FOHky3z50AOfoSl+1r7ehvIo6vuTsLpcp8zF8LIu2LGxoUmU5qfXzIVmK0PH1vMpU/EgrpWvjvfwAgbj9dD3t2ODinhduaKUhn37cCktEYvQQFPsf0FjLLhIxVWvISNOIB+OyXynsmVF9redqY/hJTa2QYajxMCvMf5JyYzLKI59yJ58Uvuc188E3EAHTLCem4bYkGI8Cn1xBIWwJ5h30/qW5ZhobqBLlgDduqHKtIHmpVT79+9HgvA0S6jhRWRDctlKQM2auBSE6EmoYSrisQWVsA0VEDCmrCO32WJ4XUIWHEFBR9vmFnoKt+AcukHRCEeKeMWLdu3tOQqj0AftMQEwanxJmJRmoAiN8JEgCYZfvOOQApbmZJsESGnc9u0ajf4/GsPLasA89BB5J9mwyJcPRXEATTEfn5QYoVMqi+fg+WIbt6mIw1ZURAbcQLFgLo1JK+/z6e2JQyq8KTe0e7hFcwHo9f1MZWfFCnIkPPMMrpasHGqnq+Fpg9UAlA+yYwdF5IcrY9AP7183vOLjiayhYEEnkYmU7dtVHkE0Ea+0tNBxKxGs4WUxvJKT8f9G/PCGIl6Lkx7ARWl4ubDaydSakH9j165Qnliaj45di+rYtuY6BgXXeAd0kOX4cVJmd+xAcoasWI07Qjm4moLWrh2RtdgoqsMp1mK81YKqmdcQi5AXJ5RzHOn0kofLMYqigPKJrKVxHPkduZra4fC7fifbuRANcTqGSD/cYNMAd6cHS1AXV6rXU+1s3ZqiKJJYZNQoyn+SbCi2eWLmg9ogqvK8hAQgSxaMwZNoZugjjvNskp5oRjSkHNIw6tePCFv69bMfW7s2/Zj5x4sWEdzwwQepPzj3Ska8uA2lShH7riwwboMaukW85HOvXKk/g5RoI17VjHIgkfrVLPbMxx8JEocVKoQQY0q0xl565Y037OUpbr9dR3f9zW2IdPdyp06d8FW0tJY3xV0yZSLvQHBiS+8mQIn38UghrO4PP9Dic889AKB52hyGl9zogn+z4RWN2NbBrLis4GKWRIkAPDpzoHiWRFzH0/hEVySNBUsqhZw3wzla1siJ2AB8iMGBLBUdbXoQU7AXJfH26Se0zx2shhZJQ6xrrpkHAVclNi3OyQoZUqTHfquStaGv4ztQHgdnbKJCqYjcPinhIl58jbHo7CjE+zOa4ud5Hgfbnbm32uB0LIkHtqMPPkRDLHQUVw7lZQA4lk3gvePicCiJ3u1lZMGQUj/gEai6OOtQFS/ibcwv2BWxSMV1ZAwxXAL0bq6UrQYfYnE4aEyuAsFeHghS0d+HmQCA27ARrYJ/W9/ZhAlUzFejFqb+S011doZZV8wt4gUAKcjggMuGrmMYXi/iHdw6Z3jomkWxHxWwzXouADIU27YlWvgWLYgv3UJ4ciNfMaxGDRxBwegMr1GjKHp76pSKOAFA3rzYcv+gUHv+suEFkDJx+LBWnNohbnTZprBStHIl8MAD6I0PcJChX6NHAyNG/P8wvMQzfoxncCk2CRtROWR4ZfCECdWJc+XzhQwvsab4RKF5b8YMKA3KmaqU5pKTI+pImgXurVDRy5ednzGhQwTDqwvGal/J2pE8nx0MwKY0ozIMaNLE/ZgoDC9PkJwlL07YjwXwKl7DLLREDpx1fCcjXuPxCIYV0Gt42MpScnfWxxIc/GaxRmhjlQ8+ILjw0aPBm4aJGLEw48qwYZT716+fvm688AJw6RK6Yww0hl5psG3aRBFFJk35/HOKyP32W/oMLz4mc2Zy7ATZJDWRxlnevJRT6uaw2bOH1oHjwRzPiROJsZBJRzweOlfW+IumrpQNaugW8bJFD0OJiqIOWEyMPg5nzLDfuwY5r1GwoH5NN3GLIsp+jATh/kcjXoDen0WK0P/r10cHa/2bSLoNr5SUFIwePRpVq1bFU089hX79+mk/NyVK6d6dMPpffIFbcEYpqgkJmIh2+BnNFLvZ5csEqbD0r6vhdf48JXoisuHF8yQzLiP2+GHH9yXwJ1I98bRIWqBiAXiwAbeH/pe5CQDwCXqipoATapXhoUcO2NDhzwbgHedxAb/22c5stEB9hcexu2Ib3B23OpRk3yB5rnavaAwvGSGohRXIjMv4DXfjFzTCJW92V89lOMPL/NvcfON2bAaeeAIvBaOSTMSxFbfiFpwJGbdZoCdIu+V4vYmXMR2tMTv34yHDREoDLAIA3AIdqhO6TrAWy0ZUtj4roDMRBrz6gi0Z+45mK08e8YceAnLnDhkk15CIX27pgAnoEDp2P4rjEYzHc5s6oTZ+xVpUR8nMJ/BGhQlojwlUPiB46cI4DA8CWATKeXoWI5CM+BAjpsxl8cMbypvSxMKalxHXkHTlsNrEAazAndiCilofuUW8WNwMr7Q0d++3llsCIpBxyO23A5Mm0d+rVlGSuqTQ3rsXWLoUp+u1wx1YjbHoohte7durHFO5Gd55J8EBc+VybsyisO1fNry2bqX8M2YRc5NoaefLlCHGsQwZgMmTkQPn9Oc8f14zvKIhW/uPyNSpeBfPozc+QC98jJZ3nsNH6B1yYJW9stYKqQbgGvGyfc8RL/44XPkQAEo53LcP5Ud0xXC8YDe85s+nC5r05UB4z7+bEQTd8GrG+ZlBFsSzGQvYT2ICAR7bNonC8Lp/7ctohrnoiY/drwOgJeZYERcyGpaKOMTG6uuAzQHgGgC5dImMHK5BwTJiBOVZMjW5jNIAVN/MJDjgyMfo0RRRfv99537erx9+xEMoB1FnTxpezz9PeVScu/fzz3S9bdv+muGVKRMZfMG0COsx0TD6lS5N+VxjiGgLH35I1zQLy8s2mtefMIEMQFlj0AY1jCbixeP9+ecpYsnzgM/jcxMS7BBagBgAAwHFnhipX/Pkob3BXNv5vJQUWuMBO9EKQDremjWqFts/anhJ4Wtlzarl5f4dJd2G19atW1GlShVkzZoVu3fvxoYNG0I/GyMkp98Ui6xahTPIhS/QDXMe/REYPhz1sAQtMAepMgrmou344cVZ5Ayq5WLAi4VCbrg24XnSDyOQ7/t3Hd/vQwn8mtSKDEDhQQ2dD09IKQWchlckkQosb+ysQG3HrTiZrZT2mT9WXd8PL3xBw3I/imHGo1PxB2ogCyzeV0Qf8XoDpES0wFxUxBacQm7cgrMonbY9ouEl9/YfBGOgRnZhvM6YIweBr74K0divQXVUxVq0wyTFjAU4Nno3w8uDAGagNZZka43zSNIITIAwij9fJ7ghx7kpfACKfv9G6FpmxGs4BujXfO89wpmXK4dMyZSj8h6ex8A/O4cgeaFnMsZAciAeS/O0xyS0RyAM1G0UnkUmXMWqINzMNHqtz7xzp4NZ6z7MxIwNhanoVlB+QWOcD1LYm4QyLCezl0YffBD6n9kJs0AvFmlGvKTIdl5F4v+xd93hUhNv9+zeSu9FehVEkSZgQ4oNRVTsvVDsDVQUxYpYsPcPRQULivzsBRt2VKSqiIAgvffObbvfH7OTvJnMTCbZ7C3cPc9zn7ubTSaTyWQyZ85brHNqMWsWM4t85RU2aXjuOaB3b9T71LZMcBCSaFTvM/Hoo8y3p3Zttur66adYc/DxuAOj8SlOCU68Vq1i0blUEbU4TIlX69Ys4mvCfCaGKN7Bedhaq6VVTpkgXgcfjOF4FM/iBgD2reHjaK38tQ4FWQzywEGvz5r7kPajilc8DryKgbgb9+HU6gqfKD6QrV+PJl+/ilvxGGpzhYdOOm+4QX99vB4XXOAkA4ccwiKlJXA4fsW6Q45l9UNEOd+ORRSBWUwCMJCcT1up+WY0al1Ty43T0Rdf4EMMwFnHb1eXBflzHCELgznIQ73YOse+sn6odPm58042oaYh/Z95xo71zneePNmZ02zRIrW/jW4yPWUKzsMkZ3+TBWkQ1ZR43B/xqluXXZcuyA4t+/PP2SKLIg+kBZ6wV2Z2N38+ayf+vWlTlsWaj0fjxjHrAZrm4NJL2eIWXVQYMICRxQ6SRTEO3gZnn80UwUaNWAj7n35iaiZRk5XYsIGde+FC5zWpcMEFTFniC1tixMuNG+19VQ9XZiazSujbl/k481gEpnj5ZacyvXw5I5CvvGLXf/x4O05AOYVv4sWjGsr+0lENAyAxWK3FAVjY8TzguONQFxvtgY/KxMKMJy+S4zYh4oNfrk0saIJhHSgxmIK+GIdBOAY/OIqldYj36sX+I+IgBKLZpBfoNXB/o4MTplYAEI0VOeq3vNeljmPnV+qKd3Au5qMdiorYWKbykeHESySH1+MZ+7oQxUo0wRK0sK6vBf5DF8xGzaKNtq8PTwmQQGEma3Pqt/objkDRgW1d10nH26rYjibXnQrAJh27UAWz0QX/oJ3jWlRRDa37c/rpWDn0iUQo5Dge//dUfI5+qAb9BMK6dl5OZRaKvS2ckYxux0MQISNeFFl5u9hLL5GzpeYetvLaEX+g36bXMZj4mFXCLrQDi4hETfvoIpruXVVEyJDoC7lFRWL4qnECFqHq0YNFPINzFZvXZSPqYDBexutV2T4ZRfmIkXP2TDw7ImIxYBNqy38jxEvr50UbZNMmZjI5cCCb2Er8J1zjBH+O6STpiy9YfoLhw5lvz+bNbPVz4UIc+dKlGIRX8BVODE68+LnmzGETGq/9AGDwYPV+HCT30n9oiaWtE6Zm0WjZIF4Eb+ECPDHveLTAEkf6CccEn6cXESa4UuJF9inIdgbRKUImRuFuTM/uIa9MzcTzQqIPWqATZhOiE4mw/Ek0Mlvduq6k63GirKrmhhULFGMZD2NOI3WKOPxwi/w5oo9GIg72w5+XnRHnxHPmR6st31ReTxEbG3e2Pt+FURi27AbHvjritQYH4MAjatpjkoxMUpVeFylUlNZ40tqVKxkhePNN5+/vvmtFrnOMF1Tx0uXxuuwyFlxCTMorw5w5LOhD27YsoMXMme59unVjyYCPO44Rr3vv9Q7BLpI/ShR/T1jdHHAA80usVImFwE+4cEj9ERs2ZEoqDbR0ySXMPFIM0U5B79e+fUx5O+oo4NRTWfm1azPFsV07RwoYBz79lClUidQuxupT8+aM8IhJzCl++01fxvPPswBtZGEEAwaw/xdcID8GYIFMKM46iy0eDB5s5tdXTpCUJ92qVauwmtsYp+EPc+awCDxXXAGADOCJgcMy6aCdtX9/6/BXMBAdDtznDmfLBx5iu73oCDbJWZfI3fQlTpBWiU5Ut6AmhmAcfkqElLeeFT7rrVkT8SFXWnWvgp0oyMjBTlTWR5DzOC9HLtjbqR8+RZ2d/yFepQp2gL0EIzGuiEQARPBB7SE4H+/gA5zBIsbF1M7PnHgVIRMFZJI+AOpV+Dgi1iQ4Fif+bAIDKEgoXq6AQUVO4gg4OTSdAMgUJjoBF9vKpXj16oVaH7+Kl3AFmmCFfT6DBMqOck47DUAiwSjBOLgnwlHEENdMvlqt+5lFwTrjDKkZwh2EzDXFcutzETLQEosxfW97TP02gjPwHoC48cSfttV0dLf8BifgEueOQt2ttiJBG4aAmQQDdhvtRmW8gsF4t/IgAIx4UaiIU1ER8CEGYCIxseSgxKsi9qKezM/kt9/cL1MaiSvxW5O3H8EKNMYlmOB8Jt9+m016Bg92+h48+aQ8QAKAKpuWoTmWWvUPBDpxEE2AZPt17ixP+sqxZw8rJ1Fn2wfUnkDR7lZqfbzGjcPv6Irb8RAuwNvotv0bDMSrmEvMtx33T6Es0OtzKV7nnouC6rY5Gp37KF1cTjxR7VND1RQd8aL77dvnNHGKRh0T7jgiUuK1PTHu41S2OFVJRbx4XVu3VtcHsC7esUAYjVpjHmC3t9jXY/UbYD7aufajKMquAEydihPwpcOck5oaim3Ox/Ga2IKM7VvtE5smUAbcZpTiSfizXlTETA1F5ZRE2nRcV8+ewIgRwPHHu+tD5yf33cdIhM7UU8T69YzASPIP4rjjmEnlueeah5PXES9+bIcOcvO+MEOd8zLmzmURFrm/Fn955eQwxe2PP2yzcRFvkOAutWtbriOeyMpi94AueohILKy6UFTESOXDD7tXCN59l02gaFJlESL5pyobb/9du0pJUsWSg2/iFYvFcP/996NatWpo2rQpmjRpgurVq2PUqFGIpZmsObZvZ/bRCRnZmswnVu2qcV8e3lnPOYdNlhIYhFfxzGqWHLMSdmEyzsJknMUGyWXL2ApRAlsrsKht3A+Lmr9RyAgQx0E7pjP5OaEAsPi39kuyA/5AVlEe/sShxsRrzSEnYCyuwGYhwANg+x8MBDP32nffGMwHC2EbERQw+gzzcc2LeAFOc0MxUfBx+BotiQnc2WBR1roV/IyVidD4EW4zz8+d6SZeB2IhMpYwB1/aLpQ8UPVNZ9onlgFIFK94HBX++xsHYz7ugJ0lXiReysTEvByiIlDI2jUThVjc+wrmHySBlXz7zz89V9roRKUIGchBHg6Js4n1ezgLQMR44s/7xzrUw7840Gpb17WriNeqVVY+kgOwDo3B/B/F+cyLG84AANTYswZHJtIBAHZ+sX2CusrrT/3gdtRsCtxzD77BcY76tYKwgiipr2sb+dwYq1ABe7EGDXApxtuT2AceYGYhdJKk8n9JbI8ijprYnLzipboGcT+vKGp8UpMI1BFDFAdjHjrMGGeVUyYUryefRFfMxEOw1SC2AGFfv6PP7t7NVukTRIRDq3jFYo77RptW2cxZWVJfjN2V6zpSDLgmdh072soEvc8PPmi/P449lg1e999v/TwVx6LBAnZcDLZaafmoJtSxMccwc/dfcIRz0vrss0y19Qr+lXgAF+FAluZk1CgWbGLECIvo83GvsBDMX3r5cmDjRkSjzgUVZbqHPn3wNU5wkLuPwIjdvn3ueac1jgsLsJ7Eiz+zQ4faybI5HnjA+d1rfkbKjSFq94sTTmD37pRT9IEbgsA0BL3fBMoyU0Oxrtu3M/+0ceOcdaHn+PNPRnho8uK1a5kaJPrdUXCfu5tusgN8AMxdg9fJi+itJP72Z5zBiK8OEycCLVsy00YKWfmql2g8Dtx2G3sWeDAWjsxMNibozEPF3+j95WPGZZepo1OWE/gmXnfeeSeee+45PPzww5gzZw5mz56NBx98EM8++yzuuuuuVNRx/0SFCo6v1oArPiR8EPjlF9eDznNlZaEAZ+E9lhyVr6SQCVXhHsY2JuBS3IHRjkAYgDw89qc4xbFPtfyNzIn6u+/YatmECYhv2oz3MQA/42hLtclCAT7CaXg1MsizCbJ2bsF1eA5rSaj5xYmcWS/gGme7kAe4xiJmSsJD1DvUo8QLzcvUEAAaYjW2X8smO23BCPAGsAHzFNi+bPTlmoEijMRoVzRAAFjXgiVrpMRrEOxJAG1fOu5R8zQvxctFhMT33t9/W+Gh95Aw5mJSXxWschTEqz3+cialTNR50XHXAF9+iXiPY9xlxhWTBgnEZNIypc504s/rzgkOD41vTLxWrmQ+AEJ51twDMZyAL9G4cJm1T00SrIRH2ON+exwy4rXiwOOBe+/FNzje0ebaPF4UGlJThAxsR3W8jkvxNlfZZBMl1QuVnG8IXg6HeOle3t26sYWjO+6wo7Z51Atg9+cEfIWMmG1GWSaIl+KZoGOBFcgmDjYB/ukn1+RF6+NVWIjCAjKOmCheAJtw0sAAsgNofzvwQEaGn3qKfU+YFwNwBlWJx525zABUBnu/tcASTMY5Vh3Fd8DsA/ohgjiOwi/MZI4jJ4epdMK71YFvv7XMoe7EaDTFCua/k0gyzU/Kz1lYCJZAvEkToHZtHNY1gtk8rxjkz2eNTf8C/frhNVxmEa/lp1yDZ8BM/fbtc/dFy3JBjNwrIwP0M3/Z/G2b5itB/cRkIP1QGfperA9VltavZ6TERM047zymcnGFXfYM7NzJxuDNm4MrXi1asLxaZ55pH/vVV8ziaPNmRlKGDrWvQazL9OmMjE+YYG+75BJWriwa4dlns+iaXF1URZssKGD5VgE1CaLXakJsd+xg/lWffcaumfsoN2vmfiZUc3V6zk6dgPfes7/PnMnMI7/4Ql0H8d1Ec+pNnCgPwFMO4Zt4TZgwAePGjcPVV1+NQw89FB06dMA111yDl19+GePHj09BFfdTEB8sIGFmEQd7aVEQlUt8iNvnzUQ1bJMPkmTfWgt+BgB8iRPxEU5zJuMk4MRgIpyR5gDYebwAFjno5JMRfegBnIn3cS/ucxCvB3AXhkTGwQt1ls+0VAQO0b/FmnDE7Jd91h5masIDetBxnn/+F3JzE7rvPuSiwjefOH63TAoVk18xzDwAtqoVj2NNMzfxoseuh237rpq8qvKScahMDa25EAkDTkmMSGA2QB5JySrnvvsAAOfAaQYxAZe6QoE/iDvsSH9jHgcAR8LsIoF47cmuJj034FS8IohLiZep4sWVxDrYhDrYYPkPXo7xzh1VxEs8rxBOPgNF+BJ9Hftsh31tKl+toiJgAN5nCyUJrG9oL4ZQBVT6bMtIi2piBuf1WP1682Zg2zZnY3ooXgC7vpQTr1q12EPEJzEqSNJSOBYKatcuG8RLggji6IzZ1nd+XY4k0AIBkhKvPn3Y/w8+cETpNFK8FDu4FrVof1u4kE1S+aRUlbU6Hlf2AT4G8rG6BrayD0QBiCDGIj367YzknK6IoXv3WgmZHYqXBrLns+r2lcDnn+MyTLDei/F9djvIiBd/xKzyeMf1Urz4y8bEPE5UMEQIipeFzZuZX9n69WpTw3icKZ0NGpiRwJkzWbAJbnoqq/9LLzHCe9NNwYnXoYeyYCQ33eQ8dsYMtzmijOT6CScPMAX2889tdUdlnZCfz3KMAepnhJqCvv22YxFQCn6uFStYgCWu0lWubI8DHJMm6csAmMq7iQRZGTiQRWkU88NR8OdLFdglTHPOMgzfxGvLli1o27ata3vbtm2xRZZFPg05VIpX+/Y4veJXdjjXamSSmnCqfR32A5mJQufgP2+eHcI0gWZ/MfXmDLyPv3GIpSaJ4BNLuhJv/UYnzzyULJnV8JwwnTAXANAn9rX12z9w9xeOA7AWUXI+PuCL+bMq3not2iQCPXB/Ij4BkBGvmWDJBykBEPetgp3IXuj0NZmMsx31oHWgcBAvvkqaGFMo8eLl7LtmKJajmbVdRR5kxMskuIZ1K4gPBa2jSNjaYT56HbQelYXoj+LCGg3JLjs/AGxFDVTcuBx4911EJrMB3ZH4mvadaBR7s9SRkihZ3IOKAmkgq9AGWIzW+BHMcZrmUHPBJ/FSRTUEYPkhAnriRaNuDsFLWHTQ6cDff6M2NmIT6ljKb1iKVwXswTQciWvwItv49NMsuhY1gzFQvHaganJ5vBR1dMEr3wytV04OsGoVXsIVdv887zzg6qvLBvFSTEKoSu0IzKAwxZT6eLVta93XQqqy+7EME3auuHuT03eD5oIaMoStth+SSN0gBnDg+O47BxFoi38sH2Su9PGfrdxsX30FgF3+YZjJov62bOnjQmD1meXZrbAXFXEFxjJFY+5cZsqYUAkcxGvAAHZSISDMTHRx5BjkqLh7g/WZK17Zm1ajWiI6bV6e29/Q09RQ5td1zDHmOZ5MoCJezz7LUjfcfz9w9dVsce9gZvaPJ55gZneDBknL8TyXLsE2JXWmxIv7Uo0Zw+YplHCI5FV8jmR10YWTNzF7FMfUc85xlguoJwO33277vu3e7QxMI4PYhtSPTXzgJXkfLahIPvfL1TnL8usSIgVbSBMvAAGIV4cOHfDcc+78Fs899xw66MJrpuEEIV6v42J8gv5Wn5xW8XgswEGKA51wTYQXLmRy8MSJls33xqrs5cQDFzhCxcJ+FubhEKw+6hz8hxaogw2OfRyKl3ggnIShInajLjn+LPzP5efCMQ1HoxFsX6k2CQLXH0yJohNPTiQy9zGTlH5gfmx0TOSLR7PRGRWxGwclIuSJvwPA3bjf8dsOVMG1eAGAs11Xw84bk4dc3Ie7UZ1GCUwMnLw5aGoUOxCHc+ATJ68F1ZlpwuV4DSL+Qwsch69xPL5ymQy6FC+SxJQS6LjQT3ahCjZG6mI3nE624uo3N8+TlcmRjXz0ePEC4NxzkfHEY4nzKYhXJIJYRB3ogxKv9ajnIDe8TD/BHXif0fodCi/Q1WiI17KvcO1mRbO02sj9TOyGHTmO970pONmxjxhOvggZOPybUcAhh+CaRP/TRjTkN71aNWeCUI4TT3QkJC1CBupiA46EYDIGOK9dRuhq1XKMVTtRJTjxOuooNlGj1yDDqlVslVqsnwhe3ypVgIYNsRNV7fvMTWXJY1dqg2tIJiERxB3PAv+8bx9s5adXL8cxUsWLfCkiaUWMFa9LLwUuvhhTL3zVinALwHlf7ryTKeSvvcb8ZcaPtyd2PDKiB4qQYZGUKTgJR+AXa+42He78XPeAKfJWWHVTJPpMRrwQd+M+jMVVzIdn4ULrty+bX2mlgigsBPDhh+xYElTgJQxBV8yEbAzIiNsPCB+vG8ydgkk4F4Bc8bI4AC/vgQdYEIiDDmI+Me3tdC3IzmYWMz162JYzJhPZLl30vyfK+Bj95fkb43GWtuL225lJKcAm9zzseJA8XtQHS7XPW2/ZuaxU48E33zCliUfJ7NKFBeeoVo0pvVu2uAmFaKf//PMsXD2PcgjoFS/dGMZBx9QHH7SVJnqsahUkK8sR8MU4gTIHJ148ngBgpd7QBkBJJtGxK7IYwY03sjYIUu5+Bt/Ea8yYMXj11VfRrl07DBo0CIMHD0a7du0wfvx4PGoadSUNh6nhZRiPO/GgdOJuhYAloJM2V34i/mBFIlYOhj/+Zg//3WA29ofDGW6Xn/d79MbWFl0wAg9jDJzRxByT5wQimzahCFF8hpPxI2zfnq9xPN7CRQCYA/R8HGwngwZcL2NZUI9aiXwx4gQVACpscfp9yBSvbOSjKnYgR8hfRYnXqfjY8ZvMpPAx3Iy1aIA/EhHxXt53EepBCK+cUBd1ildk00ZkEBIjkof19Q5FUdt2WIf6EFGAbEzFcfgGx0N80esUL5VJKYdsAr1pkzNVm0i0eGJqigH4ADEhnDyNfjh/gf3b7j0RZBexGdWNeIptAzVLiFgkPRf7pMTLz8RfVE4dOPxwRlC4f0cCi9EaA/PHInb9DY7touIlAzWVPBLMJHMdMTEF3AmUi5BhEXOrvyiSLwPAnnzWJvFYzO3kDmDbIUfj03bDsenQ3ux8yFQTT/qSpWZYd0xi5r2bNjkiJialeOXmMv/TGjX0+WEWLrQ7oe4FLcmFoyNe1N1AxKxZbH6nWqhNBvE4c49d6350tOA+mvlZFbEv0a/27nUqVzt3Ap984p7Mf/FF4nwrV1qNQPM5qny8XCRs5Upg6VLkZ1RwJmLPyEBBAbtN2445lYW458x21y63yZwMZFLaDb9bi3eNsBoHYK11L6xFCNIXVHka6fV9/DFrd4Dd+yVL7HM2KljmTJVBEigvrdoBq8GUJFVfVwVvAoBt++wxYB4OQZGw0LRvH7tnFPw8M3EYdh/SjRGNP/9kJluvvQb062fv/PDDrCPQ4BmS52TZEefjxx/ZnHv9evk+r79OXhmJxL7bUc3hd6xSWKdNc0a2jyd+377DeZ7p0505iR1l6vqHWN/p04ELL8ScOcxFy4Fjj2VmycJYjo8+YmZ/Z53F1CNqmileV8eOLDgZjfQapuKlMrXWrST6IUFifTjx2pBYBK9alUWI9CrLhFCqcPPNLAS/iLp1naHm08TLH3r27IlFixZhwIAB2LZtG7Zs2YIzzjgDCxcuRA+6UpCGHnwVOTvbCp3O4SBeElONS2GvvLmIF3/5RSLWALFuo/420/GUu1KJEz6Vs200kbh5Jrpi1Em/oAFWO/Y9Er/iIrzhfFHRnBhwqhGfJIJ6TMNRrvO6HI8TkAXXOB0fYh0OwP/AVsAqJYQIuuot5vKSnUucuIsr0Y7rSFwiJV58xTPnvYmWOSbgHmsbL5yKLT/+jT9kK40auIgXGTR3JdSst3Ge67gPcRoWLopYuco4nnuOZS3Y1pCZkryHM13HiuiG3115vBrCJsezN9gD8a23RfHscR/jKryICbgU9zYah6u5+VsCwzEG99R8FttRzaHw8XthOvGvQ1QeKfH47TfmiFypkvs3AIsXOicFXsTrtzr9Heooh/jsFBU5A59MwGXoNOMlq561sREtEqHbZc/dNcMr40f0QGTnTrYC/eSTjlDDxx3H7uGva5vjLxyCrahhRrxuugl4910cij9w2IMD7MCoVatib2U2GdmE2smZGp5xBlt9FmeeFKbRD3lf37oVGDoUR2KafZ3/+x/wyiuOe/XddyySsYi9e1nO0IsuUqfUSQbvv88CwjZvrtiBXO9buAB5kRz8hB7W+JRRaA9a777rJFjnnMOCG95yi3Nse+QR5v9vmYUjIPFKTDzjBYXORZiMDDz0EOtnxx6b2EYWfQr+TMy0x4xRXDQcxOstXIT6ZEErjohFvHrhe/aBTNy80mN8+y0TC/r2ZYS6Z0+gVSvnOWkgHEq8okV2B1f19cF4Be/gXOQKptgAcNH/TsN7OAO34FF8g+Mxvscr1jUBjBDefLPzGH6ePvgOS58mz4ZMMSwsZO36xBP2TZc8J9N+jaBnT5a1pm1bWKuOL2EI/mvSE09m3IxLLyVxFm64ASgsxCV4w1kQVafefRdYuhRLFsdx9NHAHW3+x5IJT52KvbtZ5zn/ArufrV3L1re4ZaIFXt/q1YF77pGb0dFrql8f6NYNe6o3QOfOLNOEQ8FeupQRVe7uMmUKC16RyEuGSISVwSMDyhQvGXh/MfXxUh0POJOH0zGOB9mQgebMUvlNycoE7Gul12miSiajeAHuQSQeZ8w/2XL3I5gl9xHQoEEDjB49Ouy6lC9UqsQe4BkzcNrhH+F9nIF4nL1oHc+zRwdVTqjatLHC6rbGv/J9BGQhH5k75H56hTH1IMNfKItqHYG1cE8W3xDzJvFElwlQxYtPrvm2hzAC52GSY1sk7hwoZeHkOcnpg+8AsEX7SZOchEckUDLi1RFzkYu9mIuO2I1K2IbqzuN69rQiePHxho61G0Fy5ygSKAPA4fgVube9g0Foj1ckubJUiIpc9LjjgJkz8SRuwkK0wSSci19xBAC28MfzcvYFi0zEJ/giltXvjo6r/3Y5oLM2YifLr1oL2Ts2YwPqIh5xLufTSdoyNMdruAy1sBlf/FYNfQa1wCtgtvjv1xiEv5xR+fEsbkCTygDvipWwCyOaT8KSpf5MDamZZAxR/IgeOEb09RIituXmAvn7ilAN27F35UbHbzwgCX2vFCIDmYlrvbvDR8A3dh+SBWrh9ae+YBQxRB1mhjSJLseEL+vjU7yPTajDyOMhh7DQ8AmsnrUWh2EVbtx4J5YmiPUBJF3CExiKazPHIqdwj3OwOeww4LDDwL0ev/02sdAejyN7LzOt3Y5qiAfN47VkCWM29eqxcMUqmBKvmjWZf86YMcBTT6E92jjbeuNG15xq5053Cptt2+zPNJZRWOBBwJSmji+/jPHdX8ACtMUjuB13NXsLS5cCtcH6X0acZR0sRBY++QQOD11e9tixwGOPOYt1+IMBKIrJTQ0pYjGhyRPk9rj3rsbNWObYPnEi+1hj9jdAxVMdPlvZBQnWpJMZBdPWXahkRTaMI2JZJ5yCz9gH8qx6RWmlOZ8/+0x+Tlcer8SK2TmLRmECOuMXHKUda87Fu1a6E4oiZDoC59DcZIA86B/dlrOI+B0XFTH/nuxse0UvL4+F/AZYHtCcHFen/hetsIz4FG/bBmDbnwCAo/EzehTOx5rEtS0gwh9uuAGvYBfuwiiALyLxPvTPP2ycqVQJ817fDiADJ+JL4LFxQI0ayMuLoyKA5SvtfiYErrTBy6xWjSVG1u0DWGkHNm+2N+3bR1yVWiQWEEePZiTumWec0fdEdUumeE2axHwX+/dnyjwgNzXkg4qJMnTJJSwK8AknMNNRiuxsRob5uWSoX5+Ze2/e7L0qVL26/blNG9s8lV4nD1bkkiAJvvyStcH27eEQLw46sIhB5MoZjBWvFStWGP2lYQi+4nL44XgbF2AnbIlc9uJTIYYodqMSKmI3bsPDbCnokktYfooEZOZhl1zi2oTz8A7afcx8Q0Ty9FulY90HJCD63iSTQJlP2HkZf6ID8qK5jv1EszaZqWF9kni2c2c7Rokqf9YbuAjv4hzr+0tgPj598B3aYCE2og6KkIGa2GIRr/wh1zKb8I4dAZBod+SWURNMVQJlADgE81DltWccYexNwOcR1gQzYitzP6EHXsIQzEBXXHEFs9TgUIYLTiA/nnAKF4J9UFKQvcM2B41HnP30Crzs+D4Qr+E0fGwRAQC4Hs/gztVX4zDMcJ2fTpj3oBI+qjUQ48HMaE2JF+2HLmWYo6DAVWBbLMAW1EKHfyZhFjoDAP5GO+xJ+G/RulmRKmfPdigKAPAAWOjchkKOOC/iReupMhd1qA+CenQpJmAGuuFO2ItjDtKPDHvxQvJivQhv4FP0w+NPRJgf0ezZmN73XjyC4diMWsEVr9WrWVAPGppZBk2ERgdq1mTSTiLKVgxRfI3jsS8n0bZCOHlAvrhNCVHg5NDJoFs3XI7xeAS3O+pAx4uKYERm7147H5QIad3J/U1G8crO34XhIOpVRoY16b0P93hHzAOYmRNNyFy/PgvWkMCR+AXLGtqpKlTB3gBvxYten4PoEBNXF/FKmJpUz9+IY8EizgWJakgRRRFy8nd67kvrmLGNsIsrrmCkirzPrTDhgE0M3nnHtqsEy0vpuD6hzvSxdzwTEydiIF5DVZ5HFLD7EA/9fuihiCXGe2raKzOPpo+vo29VrszMAnXPtySfVmTObOnPFpYvl1xU4hpWrLB9nSIRNn589JHtw/fooywwDCUl3buzFaixY+1tZ5/NwtALljtSDBjAFEFZ/AM+UdB1snicESDAGWhNda6lS5mCSHN58Yai6Yh0D1ePHox41amjT80gw1dfqW2qeT8aO5b5LZZjGM+QmzVrhubNm7v+6PYWLVp4F5SGFNkkZ4tjLmRAvIAIumM6m+idfTab2BB7NzFAglisLI+XzDzKyoTOtzV3Rl5z5V0hGIlRrm1WOeS8fcFeHjSUMp8k8v1WdmXmbysTdvgy4kUJQkaGI52NBUq8LsEbuAr24LoczbA24W8VRwTt8ReOwU+oiw224iV4SMsWwv7GIYhVYquRqgTKAPAi2ASEBxUxhSu4xgknYP4FD+Az9ENLLMFUHIf3cKajDfg16ZBfxAoW84o9hZtc++Zin8vUkCIL+WiC5WgkpA44G5Nx7pb/w3VwB+sRJ4D0Peo3gTKQWEFHtp3MmYLYn8Vi9qRud04NKw8bNUuidbsLozC80vNAw4aue3oc5OF/i4qALZAHHRCJl8qXxLF9/XqHGiCaydJt/LNFvGinmDULaNoUb+ASK3ANfvgB2LULvx93B27HI9iLismHk1+4UJ1Hhu4HMNNEL5Ccc8vQHAvbDbDKMSFe9DEOJWJjEngKN2LshtNxCP7CVtTEtN4jMfXwO7EjkaZg714SWIKoHDTwmwOkLQsi2Y79vT4DcChEjj4XjVrES7bQ9lj9hPxGbczeecfpl1S1qitSIK8AVbxk8CJe9DocxKtxY0sZcJiaRyKOd6YqnHwLLMFVxDTaaxw9E+/h4t+v1+5Dz/MOzkXjMdcxma6oiE2AAedzygkQ4FQNSf0rYQ8qQ7CrTTxLlbELD2y7DicnlERrPP3iC0tSciRQ5uDScKNGdrR7Qrw+r3MpJuASR0oNWm3HuP3770wNHTOG2UI6ZLcE2rWzPz/3HDB8ODJn2KlMpP3dmswIL4lIxI7KBzDlJzeX2elyH1ZZVMNatYDevdnqLcettzK/bh650wuxWCKiktCg557LlJ9//pEfB7Cw97xz6PxiOZo1YwriDcQ/WaZaffyxexvFG28w3zBq6sgjMp58svwYwJn0GWBm8BzJJtvej2BMvHiyZNnfrbfeipycHNQ0jGCURgI0BKsCPHQ6atRwbG+BJWjeuNB6eTyEEchCodOEJ2ET/Hkiqto8sJfgosiB0tUiHfGKxcBMkTiOOAJ5Q0c49rUSskteRqOhTpwnC67BXxo98T2y4/mIZ9hRr/iJ+HEyU0NKvDIz5cRrBrpan3/AMSwvDAFdwaO+XtYLWyBeMlNDWX3JJruOCQUjQ+O0LYNrLOvVC/+ccSe+wfEOtSoadb4ErwULCPIA7pSW+33rIXgfAzARFzi2v4qBrn27YoaWeLXDfCxHM8s5n78HOJmhPosclv8yijAd3TBrdgRnYTIA88kxbe9/0RpP40a8hzNxCQTFhbwQi4rsSV00VmgRpAOwDjkJX0z63ngNA/Fq7jVA3bqueqkiExYVsQAev9JgBQmIxIsHmaGojq2OpOMA7Aka7MnQ5RiP+TgIR2Kaoy1uwxhkxfKB8893+reNHy+PEheNOq45lDxedBKk2u/AA9kkR4WiIpYwNDFpc/mAlhXi9d57+AwnYyiewI14Bn33fYSLwHx7vz92FL442iYre/bIg00AigUJvjJzwgnYl2NPiI0VL7KKRP0SkZFh+SLLiNfKrMQiLDV/Kix0NnAkwsK483MjIiVeVrJ64kMuC0JEoVS8yI8Oc8VolKkbtC5w94elaIFZJIGyl3WHLCWAdL9EHatgJ7K2brR9YmSBHOiNpqt8Xj5AidxSTbECl+1+Hp8l/KmttvrvP2tXx3V168aCfPGF9Xr1pMTr+eaP4zJMwBri50q7qOvZmjaNRSKcMgU44gh3fXv1cm0qjNvX65t48Tbs0oWZO6uODdP/aOlS5tuVmWlHdKX480/gjz/Ux3O3jAEDzIiXDLLJXq1a6v1feYWZam4W3j3jxzN/2v/9T32sKhckrUeaeJkTrw4dOrj+Nm7ciMGDB+OFF17A8OHD8R95cNMwgMP4XPHc8xG5SRPLLnYURuI9nInnN50DIIIs5LsiFQKwiNJaMPMOHrDincyLfCteLfMS8nv9xAsvI8OR1BiAezD2QF5WJbyBi6QmEbwuXHHYcccj2MiT/sacCpgsuAZdnVURLxpp8Rj85JjkdsXvlrN3HBGcAOak3hvfYXNiIpA9+S3H4CQzNYyiCNF9zAyHTsTDmuC5FC/Y94GHJm+AtS7F6zUMxEG1NuAukBVogn8rdsCZeB//oJ1ju0yByUQh/ut0pjPkMQHvDw2xBm1JeH+VuR29nhii6JYwRZycMAUNYmq4Ak3wGU7BuXgXm1DbuSMxp6CKV4WCnQ6TGyvSJmnrzpiFqds6Axdc4Lqnu4RQ/RxWNGIxNP8tt2AmDnM8e82oX43kuiyQm0t/PwgLkIt92I1KuAbPY3OCSP7Q8QaWcoIulqnU9YwMp19bGMRLZ2KkiKLmwo4dLI9TIrRaETLQFMtwyJ8TrXOUCeI1ejROxhQ8ATviAr/v8bizGbhF30842pGjiMRScoJEj6PXpiJbrjLq2wSHm9Xm5VRxKF7iu2It6ssV1RtvBK68kn0+8khm43nVVdbPo3Enmq39zSqTj+XfInGdZ59t7fsdemMOOrLQ5hJo+2viAVyH+iyC6hlnsJxYAweyPwiK18qVwMyZaCp5Fj0tB8i77Rscp9yP19HyCeZ50mTES9ZJ772XRbEguBWC059iwmuNp+T5dFzXCScwP2ZOhOrXd4zPvGxdKi7HeThI6hMleHj4BKivuXb+LuapkgXTyMtjYR0nTHAGnqCVXr8eeOEFp3n08uWMgHhmHgcwapQz9COFiQmhK3qWBlOmMMXryCOdC2iyG6N7id5xB3tW1zhN5FGhAltI0Zkfiu8QOrjyiJPXXmv7KJZT+HPGSWDWrFk4/vjjccopp+Dwww/H4sWLce+996Ky6LWchh6kA9OQ2o7nhA+yf/xhPSw5yEMnzEWrAjaJdU3gvv2W/c92+ulMwUkYjTvwW/QoT8XrO/R2/Fa1cAvwwQfM+/yuu4D77kM8FsefaG+t6vFn+Vv0kUbS+50oTACwtN4RuAIvIY8Eq5ibCObAo+m5EkoCyNm23nFdFH4Ur9dxCX7/3M5ptg62/8GJsO3l6UsoG/l4nQYLIQOijHhR0DoF9SURy5aNy1bQJUKSRMULADbE60AFVVjt2tjEAooQZKEAfx85BPjzT+T3d0dBVBFx6tfoOsaquvulEUTxos+I9Tkri60oJl7SfJJLzZjmgZHJ93AG1iRUJtrWx+EbdCiaA/z0k6te8xOk9QziaA/Iidf8Fv2ARx/Fj+jpaC+ZaiY1s1IQL4C1Qx5y8SKusfITSU0YVauVGRnhK146E+p27YD33mNmaTTyhaReFDFE0QM/ISPGBwH/Pl4lQrwUebwA53wQYPOYSTgXPfCzg7QAijGFRN+RxQdI/CT9DICZeD39NDs3H6cTO8lMDVehIf5AB5y6LTFRpWZUL7zgPNHWrY5TtU+EdbkCY/EpTrEUL1k020k4D50xhyXzlYBen8Nkcd06y9flBVyDCtjH+hpXExKN5FjUa9QI6NIFK9AUcUQwIxEYCPAmXvzduKJmBzyFoer9EiTTIl633cb6xfvvs+9exEunmnBQPyUC0T8YUIzZPGIJUbzsPJVFqF60GRWwByBjlrLaw4c7rXNk5CAvz5GPEAAKiYKoVbxIuh707s1yG/LKzJnDSN/u3czU9bLLWGEyU8MVKxhRuPtue9vhh7MFK6LWKqEKJw+w+RSgH3T8qETbtzNS+OuvLEQrh0zdcsXjl5zz6KOdAUpmzWIRGH/6SX4c4H6HUH/E114Dhg1TH1uO4It4LV68GOeeey66d++OOnXqYP78+XjuuedQl2bITsMcZFVmHg6RKl77viVR1xI/cDO8AwvZS801+HNHzu+/BwAcij8BMEI0DoMxP6O94xyi4vUbuuNtwcTMkUB51Cjg2GNRedgVeA9nWomI+Yt/NEbiAryNuDAxEuvZdtU3OB9vS/cRHXXj5KXLlbYVaAIR/AVGf1MRrz2ohLzKcsldltOLwzEZjrpX4By5EZGB1Xc8j2033OUILBF0gqciXnTCJJvYi4oX3U8GFfF6BLcxvx+C53Gtdf59l7KgJPNJAnD6EqdtqSNeusXEID5e1bHN+nwbEi/zggKgUydXuSKxuRbPJaKU8b5o/8YDImDVKtc9FfuyeJ4uxI9xVR3bh0CWu0x1XRY0kya6P/8tu3Avu356MSoyFI2Gr3jpiFfNmqxu557LTGxUEF7yMUSd116lim/Fq0SCa2igUrysHwmkdefvgqlTEdm+TXWofnuCmXLiFUnsJDM1bIxVOAlfoM+uhK/qJnthy3Ui4WQ8FUMEccQRtcZyS3VWleVxHQ5TQ9Lv1gv59RCPW/6e3Jw82eAanHhFiyShDOl+IvESQZ8d2Y02MY9TdG6Z4uV4jnbtYoFxOIkmxMsaqzZtwqe/1cYeVHL4lCuJ1wwhoJKs/m++yRRtgr25tsuFlovw8l58kS1EDx1qh5oHWJ+m58zPt82fZUnlt2xhCxCrVtlqpMm8l45RqnskLEA48PPP7L8u/QaHrN4AW+A/6ijnviZ5vHbscIYHHTyYBcM59VTvYznaOS1mUmLOWQZhTLyuueYaHHzwwdi+fTtmzpyJiRMnpoNpJAtCvOgA7hhja5KBOOFUKyYFdgz+ixfbKxytWwOwXzCXYTyWogUez79OusrJJ2guBQ3yBMoAUBcb8DeYk6k9EMbxAq5GJDGiv4cz3PVMQHUtfLLKgztUHz0cVRIvYO5PJFMD+AtsDtiEejq6KYmXs87CdgVZoP5erBLkN4WP16ZzrsHWm+53bAtL8ZItiFkEkNxHmeKlm1SogpTJVkI3og5ydm4CPv8cWV+zqFGUPLgCOySaTEe8dO1jOvHfi4r4B20BwJFDzfJVed3pW+aaTCQg5ntT9RlZvTaitqvfi/vdjofwU/trgGXLUBm7sBuVsSahvsrMcP0qXoXIRBRFmIkuuDcRmKH7vFfYzJna8RsqXjI/cd/wCsUsM/vRlTF9Oj7FKfa19+kDDBlSNkwNJaCKF0V+vtwKQLYvAMfE1UTxkpaRIF51EuHtswuYYsSJF+2jT+Im3Ie78UduQhWS+bUALA0COXFVbLeIFx/zuVJljfNkpb0nvkc+shwLJxRKHy/Sx4uQwQJl3Hcf828aNcpSmDjJLCwEU0QiEYxNRLrl2JCIdKsDb5uKeVstH1EZ+L2ZB0XABvocNEksKrZta29LYiKrIl7W7Xn+eab6rVrFTA47dbLa9zHcwuYliSh6hchwqFIUjmdLHGtk9Zds25PjQbx4MJehQ9kf9Ytq1Mj+XLu2s00TKWFc5+UBS3btYnkOO3a0G6yO2mLEgk7x4hD89x0Q/ax0kNWbw/I/uIaZ55Jooi6o8m1xhU9nheB1X9PEC4AP4vV///d/yMjIwIYNGzBw4EB07txZ+peGDxAb5+/QWzrXiBW4Z6DaVTYqK0+bhr6YgmfAItzUBlsxrBWXrxyuQiMsbdcPc9AJFbHb8RvNAePYLgkYEUUMV8NOCjgKLIKZzA/tRUdWGjDzEbCADbwsDn7d2bu2JMr7zVUeH9y/xvGogw04CVO0xKuoCNIJJ528Up+gImTgSNiRlejNUpkayiKOifV4OZG7601c6KoLhVg2r3rYipeKeIlRDgFmftnr7SuBfv1QYexTrD6yxNfCdh3x0k2A/ZBW3n9E8scqI1cM9iHXcR9cibYVpEOs80bUQQRxDMY4x3beF/Ylyv0evXDWt1cDzZvjQrwFwK34OupJJ3vc0Zm8yGagK+7D3Y79s5HvUNgseCUBrVAByMx0XXOghYOOHVl4bEBPvDZutHIQautHn9uWLbED1Rw+J4A+OiZHiRMvH6aGAFlE6NfPsV16T2jgGEUeL62p4YMPAq+9hq863YYT8BUWoA0WHsiCMvB1w0dxKzONu/de3ISncSXGYk8k4XZAfMRcaNAAqFABe3OrYxcqW+rQc7geHTHHIl48DyHatLEOPRmfs2BSCnMveh0OU0PSZy7ARPb+ufdeFgQhMVldldsSnyYCTxQVwfLvoSkypqAv6mEDZKbQFPyaau5bi3ck5vccvN99jn6Y+3+/MT8dgJnMnXmmM3Q5D4hzzDHS61KC+ARSiKaGv6G7NBE8LriA+f6QqIZr0QDxdgdbETb3wun/o1TKxfrKHkxJtvNdWQriNWUKGwu5iV2TJiyi3iWXMBO8PXtYm77/vu1zRZ+7O0mQKZpjSqwnJ0LVq9srDzro7suddzI//IRfoRTcnJgnQ9aBXg897759dtTbvn2Zea6uXiZk0eRY8fhx42yCW86Jl3EC5XvuuSeV9SifIPZcP6EHjpYsBmSPcQc/ECdjju/z5jHbXACoUQNfoq/10+14GADQq+jbREpiJ/5AR2yp1QpX4GlsQm3ciQet31SKF13t5AMhf2kB3Oa/IwBgGB7HELyMNv1aI/qZXDr/GP1xKj7BB2AmRpQ88JX+GssZOYtqFK985LAEs1CbGlp1rlLFJfdzf55v0RsbURe/oTsOx3R8gAHOML0epoZ8uzihEeuxGK2wr14TLFrvTphLYeLjxT/PJ4ExwjI15MSY4nh87Ypq+DOOtuujIF4fYACux3PYRsIPc+gmwH4mxzLi5aUY7EElXIw30bHmShyy5UdXom2V4iW250V4E6fhI8xN9H9xv8ZYiWZYhpnoimgRu6hYJAOI64kXEEERoiwCJvdlIDf3d3TH7+iOgXgVjbEKhchUB7yhnYI4O1XAHtw5qgJGJoKRxoTHtajIbK7nQIUKLFJhdrZ+0vLff8A3iVD8uhe0xI5JJF5l1ceLQ2KRp0wxIO2X3CwKAfN4rVoF/Pcf8rpUwEo0QTvMx13nRnAfbOL1PXoDD/dmUc8A1MMGLFYsbjiQlQVs2YJXr52PQ16d57BgOABrsTyfqVmyKI4VoM8bplK84hmZ1hPVCCRzO0mgPK/KkVizjxEPVX9Q3QMRrkA+CtDz7GzXnUX5++UXFhZc8HPCyJHszzFRcD9Pr4gRaBX9TFS8NqAuYpBMvsm9FN83GYmVOpF4KX1DxcFDllVaiBqM//s/bMmxA2I5+nvfvs59+cmKihhJOuUUZq5HTZdlizqNGzsXr8V68kiTpu41OhLzwAPO9AoynHwySzwvpPKRQmVquMMOEGWFztdBtShWo4beLJKXX6WKLSpwPzbAGWo+TbzMkCZeqUUuMUNwjKfvvuHadyuc0rRjcvbhhzbxEuBljw4AkUI2ABYI5gJFcfmxlHjJwsk3wmrr85MYhicxDIW1Lre2rRbCYp+Gj1AVO6y8NZWI8maZf2Spw+bKXpSeipeEeHHS0g7zHdcUQdydeDMBlakh9dt1nJdgDG5D37dvwyj5oqQFE1NDXvYSMDOjL3GC1NQwCPGSoQlWIB5xml1Q0z6a14WaGv6Ng3FX1aexeoc7KE9YxKs1FgNw+nj1QSL4zOjRjjxCYntkFLEZeVBTw72oiHdwvms/fp5NqIOj8TOm4lhUXc5eVIXIRC72WhE1eeJcEf+hBbu2UaOAhx+2I0YRrERjFCIT+5BrRrwuvhho1Qr9r26Ifch1Ku8SxVYMHGaEm29mfzr4iX6YkcEa9PbbcRButa/zxx+Bd99FrNY5jkNKu+L1DY7FcZiKz8DULNmijQrS5/nHH62PKuJF4douJHmNk+Uu1/0nE7x2eQl1ddw4Zy4gDm4KtX49rn21C64FW+TioOHku2AW+/Dvv/a1+EigTBWvImRYR9J3C02gnBmzD1C1/Yn4CuMwCIMTUXdVWIoWePHQF3H1n1cbJ1COx0HsOCXJzNatYxPaWrWA8xIqmoR4qc73C45AvayteKPgXACk31x+OXDxxTgzV3jmeP/8+Wf217kzYjH2Du6O34B7vwDyGfHSLVJpideQIe6K0hWRZ58Fzj0Xuz+00184+urq1cxMo149NhZ+953s0uXXRbFuHbsB/DeVyZ6JmSHgvM7mzc2OEWHq0qMyNRSzWHuRHpWp4ddfMxPFMWPcx9BjVcSNBjwp58QrUFTDNEICyYeQiUKjF2zh/72M30lUJUAYYDUryarJl2V2ixiy9jE1R/QtiSuIFyVofABvAjuU6YMYIR6CyOxZ1udjMVX81SJdAJwRBBPX+Wff4VjZoBtuwNPu+kgWzjIy7OdcSrzeY1HnKAlckPANqo/1qInNWIQDMQcdsR3VnBNxA1NDE8VLVXfZtVDIIm/z+7ASjfEJTsF0dHe0Aa2XCiri9RISL0gSkepXHIGYoHhRpXIT6uATnIKp6ONYEd2AehhX8Qa8JskNRtuiOrbi7urPWIlLg5i50QiYOfwzmcg5y40jG3molM/IuJGpYZUq5tEWaRoeFKEqbJNj0WdEavID4By8yz5Mnw7Mn2+H6QZQDdtwEObjfLyNFliKf9DO8ew/QaOr0Zdshw7AVVfhU/QHEHG9rykCEZTVq5l5zaOP6vczJV4AcN117P/48TgQi5xj3Pr1ZcLHK/7Qw/gMJ2MURuIEfIUMFGIC2IKATPGSlhH3fi4o8fKbQLn/Hw/gGPzg+Im/anrjW8SbNmVmaAnUiCUCGagmwPy+ksk1nbRT4nUqTyo/1X5X8NQoKqiCaxRFs6xJqWXCCLAcWIntx22ehMbkHabCILzquQ9gB4MyJV6xGOzG3bHDfVP+/Zf1+/vus7cJ7/3/0NwdPCTRfrnYh5Ob/4P7cK99PoDdk2HD8ASGoTIZk6zncckSlktt5UrrmMPxGzIeuA94i5lI+1a8nn6aXZ/MF5ASr+uuA6pXdzyrjme5USPm0/7yy3a5FF6x7jkKCpyROFWyvsJs04XjjmOmrF9+qQ9KEQZoHjdVUA+T6IhPP20fQ4/t0oUlvu7VS3887a/XXmt/pmHoD9Rb9uzvMCJeffv2xS+//OK5386dO/HII4/g+eefT7pi5QKkU7+Lc63PDvWi7gH0CMTzCzEbzJduN9jqTxEy8BUSNsCalRiv/FpH4he0n8MCDoiK19yo3H+vQBLelUY14hEPHUjI0FMOuQUL0db9O8EisAe0sJ49Ad1boSZevHQ6nk34rlH4VbxiMQA1a+J9DMAUnGRt343K+AbHYiUaYS8q4DJMQGfMwffobSXVLapZ2zHYyVKu8O1eipeq7rJr4aAqlszU8Af0wqn4BPfgfqnipYPKx+tqvIidC1YDDz6If/teD4BNKGIRJ2HoA+eE61R8guMw1RGyH1BPFunYvR3V8UrF6zEWzN49yORYlcyYgrZhHnLRZO8ivI8BWI6myv0mJXKLYfToQMRLFgiDTtC2S8wwAcHU6fXXHY0yAB9gPg7GCwn/yUjEeR5HWwgTkngc6IspeBdn4/YREeZHtHatp4+iEdauZT5Dzz6r30+14irDU09Z+YtiiDqS25aVBMrx3n1wCj7D3RiFOKKIIQPxxP2SLdpMxbHScrR5vAAUFAYwNSQrPdynlu/DFa+b8BQissTbIs49116J55Nqcq9vxNNYXrOjXV/NQtR7OBPn4W1g4ULp76oJfyweAbZtwxEH78Cn6I/T8QGb9Hfp4lAJqGKfNOLexMuVY61iRRYY4tVX2T2g4b8TC4U8cTgAFqp/5kzraxYKXO9wq3xE5HPxeBx44QVcj+eQgzw14c/MtI6xFmgTOal8ES/ZaiAFJV6PPgpMnKgmXhw8MqEsgbKI7Gx50ulp0+zPYij27t1ZfisaXl6H448H7rmH5UJLNU48kQWgueUWp0khHU9nzXIfJ+Kkk5iJY6VKbsXPCwsW2PnJpk1zjvVc8Tr9dOZ7V45hNBU7++yzcc455+Cggw7CbbfdhsmTJ2PatGmYNWsWvvnmGzzzzDM455xzcMABB2DOnDk4NdXMfn8BHVgIHC/FzETHTyTZi+cX2H4rlsoQsSdoGvsf1cAvS6AsDtqqhRKqBvCxjhKvIolJSN63vwDjx+P9jqOUdeWoklh5i1WyzdF0q8BexEscj4uKALRogTPxPoYIQRCOx9dogf+wF87B2QqrnOe0QdeZGpooBiZKjmgyrlO8xOP8EC+V4hVDBgrrMmUwcy+7N5Wxy5ooyhBBDLWwCXWwwV2emauE1JTSD0yIl11uBAWJfnsdnnMtDtC2nogLMCJjDHDUUaEQr6KIk3ip6u2KPPrnn64y+TjB3p12mdeCLIzRTvHFF0Cd2piCk3E2Emr8558D+/aFo3jxzrpyJfDSS977AWzF2AvcnwtRrEQT/H3QWVY5Yv+SjRsl7eNF6zQSo/AmLkRX/G79Jtb5LiTGzXq2ohGJKJ4LMhgVxOzBw6/iBdjjnki8ZAt6L1dNmJN2725vfOcdtxJBLQYQsULVe5vFRzAJ5ylXzpWKVxGAihWxJ4OZ5n6E01n0O2JqCLhN5jgOxjzclvCVNkEDrMY1f7NVf1/Ea/hwNoGtXp1toGoBJxcUkYij/o2xykr4bqEry6NZgCxcu/k+S8G0+g0xS3XUVSQtWVlW+1rEq0YNfNfgQsfipXUtCTj658SJwMcfM9PFESOc/j8cpH9j+HDg1lsdz6o2j5cJ8crIYHkcTzvNuf300+3Pubksd1XthK/e9OnAAQcEcHAtJhx9NCOpNI8XvfYN7newFJ9+yoKbnHOO974UNOVDnTrOc/M+LPrulUMYTcUGDRqE//77D3fddRcWLFiAK6+8Ej169EDXrl1x4okn4uWXX0aTJk0wa9YsvPPOO2hs4giYBssxIYHj5cfJVSIsavYtNyAX+1AZO9G+uu0cbJlSaVYouFK2T+GzQomXaGqYES90OXju7Xki/kVrVzmUeMkQr38AcOmlKMiQv9woOiWCOUTy7RFXFiWQQ7ZK6ql4ffIJPkZ/DOf5nSxEpKFxLeKV7yTOOlPDsBQvkXjpFC/xOD/ES7Em4Ci/+Q/jAQDX41lXcA2KeliPTaiDtQm1yysljYg3cBGWrcvBELDJepDJMTW7uTsRUt3xgoWwOpsgXrK+TIn0xzgNj0VuBTp3DoV4xSIZjkmPlcNIwO/o7txAFrt4mSfhC8xEFzTJWO3YNZtGpqQd6oUXEJGFLxbCyQMhEJREagwpeAdp0IBNinXYsMGatNltaQdjKG2Kl+z88W+mYjwuxTV4HqNwNy7ERFyAidb+IhmSBZtQll0x4RPTtSvyIrnSfbXh5En/4ItsYvRdGaH4LysRgbCeYO7mihQiBr1xE691/Nml0eY8oAquoV3oaWor23RBkeajnI+D8Qn6G9dDpTrp4KgjXwGrZPs2KQfN6tUdX12LNonIiIdjOq7fdC9+QC/n+ZYssetAx6VDD2U5nDiystyKV7t2eLLLm7gDzoTWSsUrEgH+/ht4913mo8pD5FN07Oj8vnWrt+LF+5f4o0pZa9OG+cVzzJnjthrq1s0ZYdHPILFpE7uOSIQRuJKAnxc/wJJxv/SSlQfWF3R5yzjxUpnTlCMY35Hs7GxccMEF+Oijj7BlyxZs3boVa9aswb59+/DXX3/hscceQxsS7jUNAwgZwGVjRmRrYiJUpYo1sLbGv/gCffH0rkHWfqfhY/ZBM2P+CkzunpxzsWO7FQBIo3jVLloP9Oxpbxg0COvHf8FWDBOQhTGXga/imvgutAEzJdl++mWu42XwS7yKigCsWoX++NQKYe8F/lKOFBQ4bpYqqqEs75Fs7A5iaigqXipfD7+mhjrw8nfXZhOVH9ATy1r0AWrWRF6HrliE1swMKAH+Es9ADAdgjbQsHS7AROQgHy/hSuNjOHYkQtZT4sVNdB2TGaFcTrzqYx2iQn+OxZz7WomXDd/HDtMnOgRfcw3+i7QUgtOQyGsa0ATjtMwumI3cLFbBm/EYVoAsnvTt6/QNUa1EZmQo+6+4nT6brmeU5ryLasLJk07tNUbE27dnJoxg110HG9B24UdWOTrixcum8wCX8qCAKuiFrD0opM/mPSNxKV7H87jO2tYMy5Tn2Y1K+BE9EE+YWOrKtkLIx2LKa6PHucZWkgdJJF68LWWKVyRu211bC0/nnGP5fMR5viUyKJ2J99BkK1Nu6TPwMRKLCmedZdTm4jaX4iVBPA72fksQRUq8Nv/0DzBlCg4BU5r+QTvcjftwBcbKCyOgC5gz0NVzf0fdCwvt4BqJsSoeh3ygmTjRRV6ug+DyoWCdVpsIY4j19fjjgbHkWrOyrGOs6ysokHIbJfGSbhBQqxZwxhn294YNzYmXSOS8TJYXLWKKn0j2APZCpye+4w59WRTjxjEiA6Q+O/uvvzIFuGdPZ7Awv4EsPvwQuPJKxCe+7disGg8d2+nkh4wdsRhss84ffkBs9IMozwg8FatWrRrq16+PLL82oGnYUJhk0o4c3Zmwl50/3yJVWSjA0ZiGTkUSoqB5uH9HNzyFG/FjttN8hx9CidcCwbyqctF2lkkeYCFQjz8eGauWIwI38eDJi1XIzwc6d3blr5WCv4DfeZu8FCQKEkcgH6+ErfxZeM+7QgA2ozYux6s4D2/j8y9YwTffzNJjAG7i1auXmeJ17rnubSJ0ilc8Dhx7rDxonJc5vR/wa5l69w8YhZE4H29jXudLgM2bse6j39EGi5gZEN+fDDNiGGYTU0MxgtkLL5jXVZYU3PosmIvIFK/f0R1Nsdyx36GHAvcT18V4nL3zTInX7be76zcTXbDwhufxV7SD2h9Lgw3r43j88cR1CMN6JJOd4wnczHIu0YpTqBZtFIrX1q0sP++tt9rF9evH0gv98w/QsKHgzkU64OT3o2pi06wZ8NZbGFP/CfQ+Yp+yj8TjwObtzoS4nTAHGbFC63wq4vXgg0zA/+8/lu6HXhfARLTGjeXRnqdPB2rWBA45xK2Wde0KnJWwdLzoIjaPo4HppH1E82B+843bMOI1XI5j8BNunOFcQJO108DBdlh3VQJliq++Yqm3PuHpA267zQokwMnIQw8xFxCLYBOStBXVMQcdccKeDwEA+2bOQ82aCbPEyZOt/f6an4lBg+AgXi3wHwDgA5yO7xNqDGD350nvxHHYYc42zMsD2rd3BCd1XR9tf9l1b97MAs7ddhusZ4ASrwP7tcbNX/fF3yS58SjcjZeFhMoy0AXM5wix1iEeB4sg185OB4JKlfDll+zebN0seXksMvBJe0/+flMRrxUriPUhZa8yxWvXLmTH8wBhvFISr3HjvAlMp07OOjdp4njepOMH30iTJQPKSM8WWrdmgUNkqCxE3fUTwyCZnFh+sX07C7zy449OHzQaTdAkFG1C8Yu8/BLGXsg6wCefsL739dfOXR95hDX1smWJDfyd2rChFXJ/9Gi2vnfrD6cgfiXz037wvgJ88YXfC9x/kI5qWJIgKwLfkgTKdLBa+1QiellOjvVSqAOWm6VJzDkhBGA5mnNQ39CvcQKG4il8lOuc4YvEawPq4Ccc49yHJlAeORI47zw07tHMEe6al8Mnd/nN5fb333+vzHvpwKGH2i/1zZvtUTYZxUvq4yUJxe2F8bgck3CelcOUBmWSmX+vW+f8LpvjmiiAKuIVjzOrK68gYmGAKl53YxQ2oJ5a5YA+qIvJIqAY6c8PuKkeTfx8DRLMjTpRQ654AXJ/j1GCe+IPPwRb0NyCmvgZR2EuOmLYMHaf6ETW9NqjiOHhhOuJ2N7RLJLknJZXo4azkP4KE6qEakGRn88IwdKlwGOPsW379rE8pj//zHy7165laYgskInHspUZaneD6tUR27INw+ecj+umX6SKn4A9e4DdefZ9iiHqvL7cXCXxuvNOFmRRnLDze3jffez3u+5yn/eHH9gcZ/58h3UW5sxhvut8rvjWW8z1jj6TUuIleWZWgK3Yy9x5eN9cv9o52Mn63x8bE8FsZs92mWvLcMklbBxxrAlKyMiUKbZSSPtbTWxFZ8xBr31sVpW7ajG2b5cseMVZ3Ag6oG0Am6jtQUWHiTcP+75i/k7Mnm3nggXYRPDvv92LePT6HOHkJW301FPA8uWJKNmSa926VR50zwRU8aKRVXWIxwGsX++Mupqdjb592b1ZskhyEZKXznwcpD3P9ER0ZFmb8Hvaty9Ym1DfHVlwjd9/x+RPcoUoxBrixVUgEzzwABurXnjBaPEAgD3WPPIIa9Bhw8zPJ0KcH/hxpdGZ3oUNVR6vrCyAK8wmQgkxtZw6kU1cTj2V9T0xRsjttwuxRoT0EwCLLVJUxN4T+/aym5ZfEKFBSssd0sSrJEFWH+KISCevebUT0fzy8qyRRps8kma4h/2sU8VefP5F4iUzFawZ2+TaBgD9eahfUs4OVMXXOA57Ox0pPcZUGXj7beDaxCT5DpLMWefjFTiPF0GXLkgKsjQW4kQnqJmzytRQpwKq6hQUVr42ck0Z+3YDP/+M7N9+RHVsRaVK9uqYTsExUby8yEdWljoC2lO4CT/jKCyEbQZtJTS+zrkC7TC5IuSHT8K6ObM4uI4NQrx+R3f0wM+4HQ+jat5GZKEAcUStpNJizj6OpWjm+B5B3CLzLsUri3WaueiAF0DC+77zjvMm3ngjzsJkjIBgBpKR4bo2MhxJ4RVhrwgZ2j4ZK2L1iiGqXDSIRu2+sfH+FzADXW2S3Lo1cNllnj5eYpokPj7oIurRVXdHagByPaoJomx8ok/ECfgSE3CJHUBDgh1gC3ZVaMhvyPsfJ3BAIqKfpE6eSPgZ7RGCDPH+JvNj+i2bLdz92tudTgQAOiIx8T7gANxycxwRxC1zYJGgNMdSAHY+L9qGqhgHKh82WRvxsbgXvrO+UOI1Ag8ijgjegYFJggC6gGNKvGIxuCfI5Nn5FolQ5vRdTxpiEMbhFjyK4/CNs4zZszEGt6ITZmNC7WE4A+8DUCte1m9jx9oK0ujRQE6O1b7TcBS2fTndWsEQfcON83jpcOedjPi1aePpy4yWLHclzj+f+YeGEbacKl6NG7sDxOhQnIoXDcCiyj9mUgcyHzLJ/QoQzsfv68aNVsdyPHPGwXP2b6SJV0nit9+sj9T+2/HSKHS/KcS8QgAQ4x1ZmOHzwY66cqiI13ZUw8JGffADerr8WnLicv8POpHm9f4THXACvsa6B1+THmP60qdjVhYJcqAjGao8XlQZctXliiuwCg2tHFXRqP8oqqp6qxCUeJkE1whaJ1Pwc9G27PPFcKBHDzQ4vyf64FtEInYbisTJb4RCL+IViajf47fgcfTAzyigib55ecJNpvX6BrY5Ln/eZJGHOWR5Tv3gJ/TA21Pr4vAipsJ5mRjyye6LiRD7XC0AgIVog6dwo/WdK14d8CccoGExASArC+/hLCsIigWJqeG+fe5xxDP91oEHIr8bM/nRESps347opLet/XRzBT6x3df6UOxEVZt4JdiRF/ES+5/Kd41C5WdCu5PKJMrL1PBrnIDLMMGRy1AEN8kbx3PqQb0Y5RifyevemHi9+y6weTN+qnMGfoFzIY2PYU9gGDacfS3wzDPWb1uizNRiR1VvdUCMkHc2/oc2sEOl8/Py4FC0DWmba4OEaLbzZ5e2D08ZArDgQQBwLs+d5wv2vX0fZ2j2s2EpXhwDBjh+t3L70YiRZAB8AxfjcdyCtSQvJQCgUyfchjGYi054osHjWJMox2rPhB/ZMjR1zjG4qdqppzLzwMxM67nZhhooyq0ETJgAIAnipck/CsAaUJTE67PPWB0GDmTfi4qYDfGAASy/3G6SLNsvqKneX3+xsO2moNcZ5ktYBuqzTM8bi9m5yUxWvUk5pgTJ0hD4NcZiwCqnf3JjrECFN162yjWx8NlfkSZeJQkSs3szaklNDatPcjvwcmdjupoZ5S/YjRsd+/ohXmvQEBXytuMMfIC+cBrgbonLV95lCZTfwEXIQzaqvSV3xjF96WdmAs8nchGNIb4pyZgaiigqAlCjBppgBa5MRM2jhCYIZMeK1xwW8aLBNXQDWSpMDR0THRLVMJ5IviuLehZB3GiC5DifB/Hye21xxSIFnYRfh+esz3wyryNeuiiQJuAqc0HcOSFRvfg44diE2o7vAPAXDsXtJOQ19/FyQdFwb+FCVMIuPPvoPnaDqlVzERQZ8XIooLJTVqiAgjbMT0acoDmwejWivzICqiNo8bh93bF8NtBZeYQSD1hQ4qWDSvFSES9aprx8f6u/Yq4kWV04qmG79ZkqXsaTnrVrgRUrkB/NcZFBPobNRhesGP4ccP319rmgWOmSoMbW/9ACSxzE5wCstT5z8sifBdqG9L1Gn0HVaXkb0b7LiRfvkyuyWiCfEI8gkQllkC2YyhCPg4Us53j/fcfvL+Jqlgtz/Hh7Y6bT5NYL9Pqt9kw8tEvR3JkehLtEbLf7Eu1r1c/va33WpaHREq9q6oUGVXmOZ/nkk5mdLA+qQU/2zDPAxU5/SF+IRBiJWLzYuJ4W6EBYQf7chgZVAmXaFibmPLoXnQLWc9iqlXIf6t/tCN5SDhFoOrZt2zaMGzcOI0aMwJYtWwAAs2fPxurVqz2OTMOBiROtj/QFSTtk9c/fch22Ak1RBxtwUIbEofbvvx1f+QCpW1Cig2g0xpiLODGaga7MWFeAKoFyNgqsyZAIP4rXjXgah2EGRpAwtTpTQ9nDrCNelnpDzeGSJF6yFXpxwrW/KV60/bhKwevmIOdwRsgzGXxrYqv2d78WHFYQFfL8Ac42zAGbxRUhauWiS4Xi1RW/Yw0OwIFg/hyceFVL+Ka5cvEkwF9iZ+F/uB93YWwi4iP9fQ0OwHrURTRbIQcKM3V+LwqRhT2ohIJojsXuTRQvuo/q+dk6+gVkogAP4g51nyUF6xSveNwm5bVeuB8NscpWvDZtAqZMSTnxUl0D3YcuBnmZGppgJ9w+qZGIvC7cPA8IaGqYGDisgCUEdAwTy+ucz6w5DpwnD+iwniu0O3di5GstsQStsBTNsalCIyxCa0eApoPAVutbJ54RFfEyuS86xYuPU1kx58MsBvfxi6ebMgcxl5KsQCwGptQ88YQjKTJHAbKZ+RtVYnwSL/p8Ws/AgAHA5s04lUdI5uBk44cfLN8sfkxdrEfGGlvZ0ClejmdNJF40YrIGnqaGHDOEwGNeaSm80LChbcboB/Q6GzZMrg5eUCleficzARQv6znMyLDlL2HgXo6m2H3dbZiJLvgM/fyZO+9n8D29/PPPP3HggQfikUcewWOPPYZt27YBAD744AOMGCG3505DgebNkX8dc/qkzv+6Drn9YuajsQl1sDcmWUETzKdMFC96vowi9tJxrVzFI8C99zJJnwwg9KXEB9bTwMI5N3jkRshg6guTkcESMM/CYYgR1cM0FD2Hp+IlINnQ6ybES5Wg2Au6cPIlqnhpiFc+svELjsCvOBy7UNn3SlcTLMf1kWeV4ZsDm87Pnu34SvtCLtgsjq5Sp0LxiiCOA2BHXqFJbgG1j9dwjAEAHIQFqI1NeBcs0WU8DuRiL+piA7piBupjPYpyzFYwRfKoMwnNywugeG3ciErPPIjr8SwKkWVEvLh6KkM8bptvVZ7+LRphlVMNWrs2MPHS9Sl6r2VpBcR9vIhX3o23YQYOc5iH6rALlaXbvcbVQIpXYsDptXEyKgs+ZboIcw1ibBG2+X/fyuuSGC+oKf1SNMeg41eiDRZhO6pb20/BZwCA0xPvFZVfnR/Fi4LfH+6DdUCR00QqWeIVj/nza4nHwdp96FBzh2Pygjc5j1TxKigAHn4YI/EAHMsBVOVJRP7jx9QDMYlEAMXr0ktZR5o0ybPOYnnaibsjnCrUEQtTjUMPBW65hUWS6d07teeixIsOmvRmm7AdEjzEt6khYD98rkE0gl0jH0ZXzMSf6JBWvPxg2LBhuOyyy/Dvv/8il6y4nHTSSfiRZD5PwwyZH7IQu7clJlKA86Wxp9Wh7AMfWAsKpftZEMKomhAvjvpYiwO2Mdt65QB68skO212ZqWEF6DOT+zE1VB3vZ7XEL/FKhalhcSheJRlcgyZQ5uZhtqlhFEfhFxyJX7ED1XyvdK1EEzwXv04ZvjnwvRIOpH3hVxwBAFhD/CR0liJBiZf4nOUnFK/CxEKDapJNzTauwYuojm2WEtwb32EZmuMjnAbA3F+RT6S74ndMxlm45dYIy71UVCQ1NRTb3ZEGQ3ZPNmxAjcdG4k6MBqDpr4LipSNe9+I+LENTa18HUTVIoJysj5eKeKkUL+nEv29/dMMMDMVT6pMSiKk+dGXTiRP9HGS1WQwOoVO8ZPiqpp1igi82iKkmZOWsRX0AwBK0AOBsT3qfTBQvWRvxBYfq2CY9JllTQ55jzxfx8ouBA4G8PFx7dQwq01VarpR47d4NPPpoYi5CdiDRl/lgwo8RFS7fPl7Z2WzWbjiIGxMv+mOvXkZlpwRduwKPPgpcfnnqz1WzJvDGG8DVV7PzctC2NUk7UKkSljdhvri+Fa/t2+0HSjLR9Gvtsr/C95RlxowZuPLKK13bGzZsiHVizOw0vEF6n8zHK5admO21YC+duMIWZh1PEEtmhzy3E2BGvOhLUDeAUvAIW7p9XOcJEFyDIkzFS+qQXgymhkGhCyeva9cwFS/ZeWIRu2Ki4iXCz70zqXdgxUvoYPS61iUme9eSJKSpMDUUnzO+us5feKogG2LkUWqGxZ9jTs78Eq+mWG6bY06eHJ6pYeKA2tiM3vjWiHj9jm5aU0PAvs4YotiHCljY4iSrHC/iJX6XmgIKt0A1waef/Zga+iVBHyaS1i+G0/RJVo7MFBzw8QySFQUr8XgCVLUXy/tfzoUAgP+aH2ttG9HsbQzFE479CmPOiKeyevXC9/ig5kCciC8BOMmTqs1V1ycL7saf3elgwSq2R6o765ik4jV01S0A2IKICQKZYGVmspe8ZjCk5YrEKx4Hy4UgA1W8NMRrc8VG+EcIYa8kXrfeyvJRxGLAl18q66y7Bm070U7y0UfG5Zd5XHQRS3RJA4DQm03TAmgwfuBPiCCODzHAe2eQ+aXHCqRf/+79Fb6nY7m5udixY4dr+8KFC1GHxP9PwxBRN7uQBi1IJPmt/r9XpMVYq5GEYals4VVjMw1i4Pmy6d8fuzsdhVWwFbaiIrNJsB9TQxm8SIaI0mhqGBS6cPK6dk214qUzNRThh3ilIhDUZCQy3A4Z4tguy+OVSaJppoJ4iavp/BnkUTxpnjyK9/g1JPARTkMk4iRenTEHX+BE38TL5SMSjfoOrqEjXgALEe5FvHagijP8vQBuVlkj4QNo19s2dZFGMSUw8fES761fxcsznLzPlV8x2ITs/Bw8+Apatgw26SEXIgaH0Cle8zNYEJVt1Zpq61cUdxIvWb0WoQ1G1n8FS+B23FcRryCK1xbUAjZuxGEN1jh+T5Z4ccjCycuek2SUAN2xtO9JF03++09+YI0atn9TosIu4pWVhWFnrcQknOc4VNn3s7NZQrZXXmHJ7gwRiHhRxa64sWePTYhlSflKKQ7+exIG4hVUwi7lPrSJLVNDMZqiBmnFywdOO+003H///ShILONFIhGsWLECt99+O84888zQK7i/I046qkzxylm33LF/XjN5XgorAAEJm5oM8fJ00P34YywZ/zNWwbYHjsXMiFeyihdV8kzgpXiJZaVC8dLlBfKDoIpXqoNrrK7HQj3nN2qBJWipbUM/pNmk3n4VL8scTUggTOvFCRfNmZdqxeuX1pe4fLpEHwoVOFGjxAsAumO6RbxuxmNYQPKZiX4P0jxgiRsg3jMvHy8v4pWPbE/iZREMxbMejwNfoC+qJCYHvN7NVyZM3vfuDcXHS1zE9at4ycqn8DsB2YXKmIHD8BfaO7bL2tMiZ7FYMDMfRwM5bzglXmJ50ThXIe1jXlx8PJ4E82lenTDhFRUvVZ9QjZ90fxMfL11wDQBA7drYE3faFF+AibgEE9DLULFSQWYiGhrxmjYNiETwwovqwVBHvAoLNSeuXBl48032OeFe4iJeBQWoXOAOgqRddOAbfOT0MiZenRLBWYIExAgTU6bYnddP7rKg6NsXaNMGmDcvqWL6fzQYr2Aw6kNtxUafNynxkkR0S5saMvieXj722GPYuHEj6tati71796Jnz55o1aoVqlSpgtGjR6eijvs14nXr259lxGujM1JkLMsjJG3t2tbHZIgXNSFUQXxw+Dt6JVHBZFANmOIkWzVOha14iWUVh49XUKjCyXspXqkOrvHXQecA8TgWfr4Ei9Faqxr6IaGpeFdZKpZQOG0/nuD1fzjb2pZKH698ZGFC7wlYJ0Q++xetHd+9XlYi8cpDjkW8nsDNeBB3KAuTKl6JmyhTvER4BtcgA0+BLrhG3brY8tiruBovAprJOA0nD9jjV3ZBQiVcs8a3aSH/riNRJsE1VD6cYRCvP9EB3TADZyYS4MrOz0HDugdSvPr1AwBszqzn+kmnMB1dwIJq1F9vqxlH7LYT+nLfRVPipVrYCEPxEscj8dhFaIM3cAl+QC95oR74rQILqvBCIjUKRWjEa+1az1107yAt8aIHJ8ZMmanhsG9Och2mJF5Tp9pRZVNBvLiP0wUXGJedEtBrS3U4eYCZbS5apE7yXL26UTE5+Wwx6xio4zbQ580R1ZCDJGLmSBMvBt/TsapVq+Lnn3/Ge++9h4cffhjXXXcdPv/8c/zwww+oVKmSdwFpOJB3/mUAgI/R39pGO+Siq5907K8iXodhBo7HV0BT27RDlWhSBUq8aEJWFVTE60mw0K1r+lwoP4+CIIiTtbBMDTMyNGSzqHgUr7CIlxisiAbXKFFTw5jzv64N/RCvVCheHTGXfVixwrHdq0+lgnjtRQXMRQfMRUdEI3aDNsFyHIK/sB71Hft71VEkXvnIdrSPwzxNaDgp8VIoXrLgGp4+XgRaxatqVURWr8SbuBj/h6u0ihclXi6VvqDAt+LFv9P7KRIvE1NDVdTSMHy8ZIjHFaSCm7IuW2Y+aaVIWFDsjbrf7TpTw16FUwEAjdYKYb0T4GomJV57UaFEiJcummcY4CaaPEUFhWzsCnR+gxc87Xvi8+lJvKws0zFHWdT8tOXG6RgIpyuEkngtXmx/TgXxoiuSJQna0MVBvDjEFxKPRF1ZHqxJhZZYovyNPm/WZaryh0lQ0remJOFrellYWIjMzEzMmzcPffr0wS233ILhw4fjuOOOS1X99nvQULMyxWtPnaaO/SvNd+f1AIBZOAzf4HjHNhXxMlG8ROd9GWSTmliMBSb4BUdg1wFys0jVAye+DErK1LAs+niVRHANR5SsokJg3jzkLPgDFbCnWImXX9yIp/F1zinMwZvAy/eQps0REdTUcAtqoRPm4jh8g4yCveD+SSvRBH+D+cnQdub96BscCxlkxIvjDxyKN3CJvfMvvziO1RGvUBIomypesMdFXaJNSrxWnTgQy9AMALC1amLMHDDAdQ7VYhEHDzRAJxU64qWaCKZS8VJB1p7redClzMxgq80J4rXHg3iJ5U3NPAEA8Funq6TF8rx1hcjE1VfFEUEcK9FEWS8TU8Nkg2vIygSA8zERe5GLT3CKvFAP6IhXaIqXT+IlnsOTeJ2X8N1KJMjlZe1DBWw/xV5gFRc/lMSLvshSQbyOP56F4z/8cOOyUwJHjhLNCyRsqDq1z1VKlY8xoHje6MAvGezSiheDr+lYZmYmmjZtiiLT6AhpeCJWtz5+RA/MRztrm6NzFgZva36bMjLcJmoyFCITc2ofjy9wolESRungDeBtXICj8AsWnnu39DhTU8PiCq4RtuJVnKaGpUXx6vnbw0D79mh7Xkd0w++hmRqmQvH6GT1wSY1PgObNHdtl7cdDWHvVJajixbED1fDcq5VQFxtcv9F25nXk+ar+TPj5zMBhluqxBg0wPxFdLA85VvscCsG5u2ZN6TXoiBf3c/Py8ZLeE5IfRqt47d2Lit98bNVFR7z4YtGWNkdgTyLqXkFmBascU8WLzltjMef91Pl4lYSpoQyRiCI1hiLQiPH4efjhwKxZGNn4dddPOsVrbYStsG+t4lw4FGFF1EtANYaZKF70PoWpeF2C15GLPCufmF+csJdF1XsJ7mjQsjElUH84gqW/2FahvnIXVTRI67fE87kHEmWmM/Phxfnnu8raerodKp0v9PBrUN7bVBOv+fOBJ58E3n9fs1MxgL7silPxEhNSc1NUlfOpgPxsNpZ+A7WoIvWplCTWc1hcpIkXgACmhiNHjsSIESOwZcuWVNSn3GHf8f3REz/iDjxkbaMDSr0fJ9tfsrKw6tI7jcumZtmqfHoURcjEnV2/wkn4ArsV+YMoVMTrSdyELaiBZu89Lj3OVPFSEaCww8mH7eNVXoJrUMR9RDUsaeIFyPsPva6HcRsA4GOcam3T9YmgihcAREhOLlkENZnixffjYe/3oCJiMfb7ErTCUDATZdHU0AHhgvg7+Vv0QT2sw8M3rAHWsAhvvG048fIKJy89Z4UK2NXsYAAeitfGjcj9ezYr01DxiufbjKYgM9eqZBDiVVhYvIpXWCY3snKs4DCC2aXx+FmlCtC5M/7J6ag9nyt6JPEt4ziy1kKcj4nogR/RCCsBuIlXMsE1/CheFF7EK9k8XrsjbBK7lSSF5pCNKYH6Q40awNatGHHeMuUutO9Jg8okIiT8jYPdB/OI1Rs3usvKsFV13lai6bl4TMqJV4DAHSkB7bim4WWTwdKlwOuvuyL2WjCMPP7iLf+hF77D5zhZuY90HIxEWPj+N98EGjSQHuc6phzCd6985plnsHjxYjRo0ABNmzZ1+XXNnj07tMqVB8heOnTbAT++Y3/ZtQvLfs8GJpiVTcceOhHSTVT9iJmuF1RijKmIPaiBbVidJ599mPp48cm7zFzIr+KlUpxkihc14TOBWHZpDCef6uAafsLJl7SpISDvP7T9KoGZWNHcRbo2DK54xS0TOcBp7mvtISFeTcGinXbGbDyOYfgPLVBY6Oxn21ANO1BV3ZfXOyMm8hdpPnKwAfWwvSLAL19UvETiJS6GqM752zMzcOap+RZRlEJIoGxCvFp++Diq4nzsQDU03DCX7fDVV4g1PdFxTBjEyyS4hsrHS5rkOISVX9Xz3xYLpOfxO+nx2l/8/YjCnwAALZdPBTACALAIB+JXOM3PTYlXSfp4JRtO/ukKI3DHnpF4D+6oz6GGk69eHQWaMUqXyLuwEMCxxwIrV6JfY3c0OusBmTvX3j+BWKa9P1e8iorY2O1JvFq1AgaY5YoCfBCvv/9m/5eofZSKBfSFHTjhpA80a8b+RFSsyAYlw4nA3ip18YOHn79yoePUUx37RSJyBTStePnA6aefjltuuQUjRozABRdcgNNOO83xl4Y/0M734IOSKHtCCOZ77vEuc9o04P777QfDVPEC9JP3kSNZYnKx7nxyzAfWK/AyAOCg9x6QlqN64EwVrx9+sAMimSDV4eQffdT5vSRMDX/8UZ8nMtXh5Bcssi86joi2DX9UB0pyIVXEa+NG4MYbAZ7zfe9e1r8B1q6VEyHKdxHlNzWKVwRNEqv/gHyS98ADwMyZwD33AKNGsW3jMBgAS0YcRwRz0RH5+UD//kAGCjEbndEKi9ETP3q+7998E7j8cuDZZ53bZZMcvs726qsBiNf27WjwyVhchDdRqFO8BOI1ciSzHKJ49lngww+BaTgKAFB53WIrn9fenGoAgL8zDvVUvHYl0tRQ4rV9O/D77/Z3OsF44w1nDlJa3uNE4PdSvFauBO68E1i9OjzitWyZfp+EWAHA/zm9iJdYXuv4IgDAgSumWttkY6BIvFT1Ur2XROL17rvA2LHh+nhx1XuLkOrBFNSPW4Qp8XrhBXX5c+YAd9/N5tW6++pJvHbtAl55BRfjDffB/IF46y17f15WMopX/fqugA/vvy+/3n//BT7+2P6u7ZNvv83+f/utcpeXXwYmTdKU4YG5c1m7kww+bnTpAlxzDX496X588on7559+YmM6v4d8PFJh/nzgqquAU06xL3HnTuCuu+Tp0NauZeOMldZB0UHefpulVOOgz8czzzj3/b//Y/9F4vXii+ydOm8eO+dffwG3365Wxssz8fK9lHOPycw/DWOIne+115zbNh7cCw1mfAxcdRWef147jlg4+mj2f/Nm9j8jw028jjnGfoAodMRr9Gj28h471ln3zEz5cRkFchlANWDKrFdlL6bvvlPXUQbx+inCCCd/xx3O76lUvFTh5AE2QVchTMWLXwvtp2s3OBWvZAOUcKTK1BBgL5R69dj9GzWKkRuAhcZtlLcKABAlZoDJEK8ePdhL1gsy4nXffeyPgtbrFjyOFWiCX3AUFi0COuMPzMJhWIlGaIKVVvs0wkqciffwNG6yji0oAAYOdE7KamALxuMynDrmE6BgKPDEE9bz3aAB8M8/7DMlQ6JyLL0nW7ag3ctDMQYV8QKuVb94o04SP3kyMHmyXf7cucANN/A9bsQYDEcO8i3V9bhGC1F9yUxMefQkPCZYO6vGHppuQ3QL4QrX3r3AJZc4f+PtMm0ai+TM4UW8+vcH/vgD+Pxz/YKJH6xc6d5GJ/uTidW6X8XLa5JkUp40gbLQb5KpV14ecO657LNqDTiI4jUBl2ID6mIWuvirnFCejHideKI9geYQ23rBAuBadR5xy/1KZr1BQa9Taq2yYQNw7724DXXwBG527nDIIbaKBOf7LL+qncKGEy/ezvQ8DkuHzExmxnrFFa568nSwffoAbUnqM36dqmvwg5Ur7VPzPuMXPFXYnj3AY48pdmrZEjMvfx5HdgUwxX1/jjmG/b874Q6/Ywfw1FPqc952G/Dpp+zzZ5+xmCd3382OeeABd/kDBgDTpwOjExYcWL0aaNHCsU9hoR11v18/xoXp+H3jjc4yr76axS6h/WnDBvsdxYnagw+qrwMo38QrxOlYGkEgdr75850DSn4FtnqLli1dq75eWJCwMhEnwZEIe2D793cf42VqSC1JKfGSoShTYrJgcA4Kr8n7wIHeZXgRr5KMajhsmHvbPfewgU0G0XLBtJ5eBOaRR8zKAeSmhoe0d5sahhHEyeT6krHg4KuVM0jU6+xs4Cz8DyfhczwKO/JhNMqeqcceY39jxtgvbz45P/BAtnjyuDDhN51cy0wNZTjzNOdD1AirrM+cgHByFokAv/4KrEYjSyECAPzvfygstCdE99/P6l0lKw+nIrE8m5it83t+zjn24dScTlzAkN6TxMZK2IP6WGukeP2TCBJCsZqkNsxEAXLAZgDcLHTWqnr4HP0QR9RT8bLKybSfLcEC0/arkzzDvF2WL3duV5nT8jL+YGniMC3RGdoAAJn5SURBVHduan0daLhvCr/xsfwqXl9HWVTDv5rbLxkTxSsZE0h6TVSVpAhCvOKI4nP0c6V2MMWwfOa/zS1BALY4+vbbwDXu1F6u81OlUoe//tJPZlVmsUBi/EqsqNSF5ITPPstm8VOmuI7Pq9sYuPJKLGx8HDaijuN3VfATHHYYcPLJwMUXK+srPoeiGqTtK5y9iOYoCWzbZliOAebM0f9ukGLNgpenDh37AFZ3PpbIMH26sIGaLCVA7+XOnfrzc2zebGZaLSKZZ31/gu/pZTQaRUZGhvIvDX+QBahwSLP8FsVivieYvGzZBJ2TLxFeyowY/QtwE6/++Bgr0BhThn0DGfw8cF4T7wMO0P/Oy0ilqaHsfCJUE7GaNd0m2cOHOye4FDI/OBN4PZqN9DmvHRAVrzPPBNoe7CZeOfI5nzH8+trpoCKyvC/SyVdWFosy+AVOQiFxrI9GgTZtgJtvZn+33gq0b+88vmJF4LLL3IS6Rg2zXJ4mxKtOHaD3N84gO8NhTzA48WqINbgTDyASsevZEz/YB515puNZvPlmVu+B1xO/3UTH5ftVqGAvmIqmiCrFy+F4nUAV7PQkXjFEMA5uJ3H6LFXFDuszT/ouPbfiOz0l7690UgbIFV6xPHHcVCmgqQwnL8OqRDL7zXBGsAybeIm//x1hHW59DVuyKE7ipXqPBQmukSwmR5mk8h16WduaNGHv32zJ2qTYH0z7R1aWOfES22ffPrDADCrUqcOk4L59AUjMkP/v//B/Z36Nuejk+F3lg4eGDYF3iP96ArT+Xr7A2vt0442Msd5yi74Qr3IMEObz6/W+cwWxifmM2XGgPMWPWL5JPYz97STli5/LG3ybGn7wwQeO7wUFBZgzZw4mTJiA+0R7mDQ8IXa+ggLntiqrE7LVa68h2nO4r7L5wyNTvPh2EV7Ei74oVIrXp+iPT9EfY1vKy/Az0HkNACZBi3REKgxTQ9n5RKjaVUYuRBNCCpFAmdbTaz8/1ytORCMRYPcBrQEARYhiHeojN5q84mV6H0zImVKVlSTMVb3IZHXh2/jxuv6oupY9qIiK2IMVOa0Qz/O+4GgUWscCGuikPf7CQtKOPGiIta9EpSrMrmhvTFwYTU1BI2ly6EwNi4oSxwj+ql7EKwr5m5k+S2/BziHESTJtZz/EKzeXNauKeKlM5QD3JLG0EC9u3kZNU4HUB9dA4t7Rvphq4kXL1wVTEiHeu7CJ13Xx5/AljscX6Gtt431UNnYF7Q9+iJd4jfv2+Tuxo6yiOFBYhOzCfAAVHb8riZdBuV5zEc/7VLu2xw72OUs6+CGH34XGWExO3kW0x5/466t1UuIlu+0m9VAtepgiTbx8QBZA46yzzsLBBx+MSZMmYdCgQaFUrLzAS/GqujphX7hgATL6+Cs7FcSLqhhicA0RJg7RXvCaeJus9hS34qUjXjTCD69bMsQrLMXLz4Av3tdIBFh/WD9EEEduLnvBtg5J8QrLN031YpUpXqoXmawuvF358UGI1+aMOqhYtBzDG7wFaBadvcrhEBMo0/78PK7FQLyKhR3OxYlw90UAzotIsGfeTtGofc3iiqfK1LCwMPGcmiZQrloVS4c9izFPyDstHaNEIinCL/EC3NY4skmkWJ44bnqZGprUKQzwvhARSGyqTQ0Pi7FgDA03aeygYB5cw6ReJsRLFlxD3Jf29TDuze54RbyD8x3b+LNmEk7etA5eE3BPU0MfjU/rFN2+FciqhUcAPIZCxJAhVbxMIr+GSrwMkWw5Xu9OP+9Wv++7eNzsPTsP7YHj2yvLED+ninilTQ0ZQvPx6t69O775Rm5aloYaMuJFt/19ckLlatMm8CRUJBI64uX1ANHBXWVq6FVWmD5eJitVugl8cft4iS9HlRmoauATr7c0KF60XnzCGYkkH5EwTFNDrz4qmhqq6qPaRhUhFVRtvDyrNebjIOzON7MZ8UO8eAJl3o5bUAvNsRTvdWNOfY4JlGwymAhj6FfxomVYzzvZQat4VaiA2p9PwOO4GcfjK9fPsrD/KoRBvEwUr2SIVypXfnlUzupwXlSqFa+iOHsQCqJ62ds0gbLJeXV5qvyUT4lXqqB7B4v9wTRiqpfipWufZBSvwqj9UjsUfzp+96t4mZBnjrCemyBqTarg9b4T62qqeOkQVPFKlkSVZ8UrlKFl7969ePbZZ9HIj6NIGgAkLyxhArO9VsKhonFj3y8CL8UrSPQ9Oin1Cq7hx85ehZIgXqnw8VIRLxm50BGOoKaGXiQoWVNDfh/4iyGMSUtxmhomq3h5nQdQ13NQ46/QHn9hdqyj+mCxHpqoMjrFK1ETO9KaxDxQR7xUipcuopo1DpABQat4AcjYtR0VsRd7UUFdHoDZ6AwAWN24u7UtGVNDIJipofibF/GSjaOpwFo0QHf8hlb417E91YrXWdH3gXHjML73BO1xYZoa0jb3Y2qoKi+VxEuneIltaUJYAH+mhmESLxpOPgNFjt+TIV5+7lUyKEvES2zDMIiXrB39+ngFUbzKM/HybWpYo0YNRMhdicfj2LlzJypWrIg333wz1MqVB8h8vBy/F9nLb8WheIXh4+VVVmkgXtnZbLItmkgBqTU1FNUUmbqVClNDr+vxoyzpiFeQ8lQwVbxM9lGpWPzeJ+vjxRHE1LB1fBEWoi22rquBmtiiLoCWU6OGY9t0dLM+b0c16zMnXmIbyUyBdIoX3y8jw+6Dos+I6rm2xoGqVa1tWuJVUICKqxhR2Ikq6vIAbEYtAMCKJkeDp0MLGlzDi3j5MTVUqRQ0YTMf61NtcvM7uru2pVrx2oKawKBB2CNGVRNQ3D5eXuXT48JS22XQvYOl/lcGSNrH65BDzE4kHF8UtQdMbtLqGVxDAT+KV2kxNfRCmKaGqSBeYfh4BQmuUZ5NDX0TryeffNJBvKLRKOrUqYPu3bujhjAZSMMbXmYFDeYnzDd//RVR83ERQDAfr/JiapiTw9q6pE0NZedKhalhcSleHGFMWpIlwBSlQfFSXUtOJqtELG52sdGofeLd0cqoFNuFtbDDe65HfTyGm3ELHrdMDcVzeyleTbEMl525C/e94AwPTU0NxdVpT8WLVEJrakhiGtME1q7yQKJAko2078migMlAoxoWh6lhcSleKqRa8eLfvY4T+02qfbz4davGJ9ou5U7xqsIWOf5BW3jBQeLidmOuQBPH78kQLy8Ty7TixdogWV/qIONP0KiGyZ53f4Fv4tWnTx80btzYQb44VqxYgSZNmoRSsfICL+LVfM577MPOnWnFS4JkiNfOnakJrqFrVxPFS0f8SkNwjbKoeHkF1wiqeIVBvEavuAgAUAub1QeL5SSyje/MqI7XYxfhTxzq2CeCOAqQ6UvxouPCCjTFqmoA6jr3o6aG9PkWnyOpk3z16vi/+zdg1N35KESmVvHi4CHiKeh5DwPLet14+c+u6xCvT/adHuPl4xWG4iVbgCmJCUiqFS9+TV7XVpoVr9Li4yUGpVAtLGRnJ5nHq1s3YMECnNTWeybvmnTPm4cn79uBDZPrOX73G1yDtr8XUUuGeJVW5cWrz4ltWFKmhuJxQRSvNPHygebNm2Pt2rWoW7euY/vmzZvRvHlzFJWm5YMyAC9TQ4qgk1nVRD6I4iVbqfUb1bA0KF58sCrucPLipL64ohqmMriGjHiVZR+vsEwNZREsZWi7Z478BwWiUQB33glEo7jqx2H4aEEb1z634HHcgscBxHGhpH3EiRFtQ15PmQ2/qeIlJV7RKHbm1sEaoQ4uVLNNJbcI+acA5+RjIi7ACfga85ufAqxz1l92DtU5o1F1+oO04uVf8TI9rjSEkxfrw1FaFS/6rIoLRkkpXhUrAm3aYLm6COnxsRiAgw/G0vru35NRvFJJvHRt4RfFmcfLy9QwFvPfb4NENQzq40WPKc/Ey/fQEle01q5du5CbbOKecggv4rWk/QD24bTTikXx8kpaKFupVSkTqpefl6pGERbxEuvH5fniMjXk7WqieKnKANzEy7QtU6F40WODEkIdTBUvE3gpXrTfq4iXrC5hKF4cy9BUvwMtp1kzYOxYLM91ky4nItJ6i6aGtG4y4mWieKlexKoJsXLilJuLb8avQn2sRZFkbZBOPibgMtTFekzpfq+0qCCKlwid4qUiXl6KlywRfXEi1YoXh4ni5ec8uvPuL4qXl48XfZ7pb17ES6dQmJozmpQFhEO8vBSyZJ6bIKShOKB738Vi8mTfdE5moiqKCOLjFdTUMFnzxP0FxorXsGHDAACRSAR33303Kla0k2wWFRVh+vTp6NixY+gV3N/hRbx2V2bSPQ48MPCLwI+Plx9TQzoZi0bdA1jQVUcKr2s2CVmuU7yK29TQy8eLfzYlXqahhlOpeAGpMzUsCR+v4g6u8cjBr6P338/iPLyjPtigHBVk90L0wZEpXjIFiwbX0CleJhNi3Yt3T42GWK/4TZzAbURdx7ipMzVUTUxlxKtyZWDXLr3iJTNVBcqf4qX63a/iVdI+XmVN8aK/eb0LPRUvH6DHy8xKZT6kfhMoF5fiVZwEIB7Xvxt1v8lIlejjtW8fUMEdCNazTkGQLPEqz4qXMfGaM4eZw8Tjcfz111/IJjPI7OxsdOjQAbfcckv4NdzP4eXjZYWGjsWMXgQqn42wgmvIJgxc8RCPVZUVpuKletlEo25iSEEVr+I0NfQKJ68L9Q+4r9dLoVQdJ8LP9fL7WtpNDXnkSkBNpmR9lJML8bdU+Xj91Oxi3P73xeoDDctRIQzFS2ZqSPuekakhzImXbhySTUBUxEuW90a1wqsiXqqQ8XSbOEn0o3jtD8RLdQ3F6eMVRjj50ki8dD5e9DddgBv+O4fYPn6VEhlxkT3/pdXHK0xTQ69FRnEhSPcuDkK8aB8KonjJyJDfuaZpG8oIe3mEMfH67rvvAACXX345nn76aVQloYHTCA4v4lVn9Vz24eOPET3vMc/yZBPxMINr0GNE4mVaVpjESzVQZWXZg1BxK17JhJP3S7xMB9r9ObiGChUr2s+Tl6khBb+eIMQrSAJlFSn0W44KOuJl6uPl19RQRbZMiZfuN9mETEW8ZKZsKuIlRgdLRNI3Cq6RDPHan00N/SpeYSVQLo+mhqq+zaF79sIwNZQR6NLq41VSpoZexEvX52TtId5zv/cRCCecfBAfr/Jsauh7aHnttdfSpCtEiJ3PFU5++S/sw7//Gr0IZHlIVKpKEMVLNRnzU1aYpoaq3+lE2yu4hszHK5kJfzLh5L2Il0ggSoOpYUmHk1edi1hD+0p5EI3K90+VqaGJn6JJOSqYEK8gilcqTQ11Y4QX8aKQES8V2ZYpXrQMP4pXeTM1TAfX8IdUmBr6UbySJV5BFK/SRLxK0tRQB917sziIl+lYFIaPV1rx8okZM2Zg8uTJWLFiBfKFmd/7778fSsXKC8TO988/zu/TWl2KPvOfBw47zOhFkGrFS/bgqBSvOYpgbb/+qj8HRTKKFy1DZWpYXD5e//7rrhc/l0xtCNvHqzwqXlyxAIIpXrL6iAjD1LAkFK+CAmDZMr2p4bJl7P/GjXaIdZXiVVQELF3q/M6hmhDH4+wcjRvbZa5dyxIYb9rkrvPq1UC9esCiRe7fFi+2P9PrFcdDv6aGvM7r1wM7driPUyleXsQrWYf4ZBG24pWXB/z+u3t7qk0Nl5MQfCbEa+NGd4JssT4cJaV4mRKv5cuB3bvt7V6Kl9/FDI6dO4G9ewEayNpL8Vq6FKhe3bnfnj3sua5d21l+LAasWMHSiG0mGTX8Eq81a9hzV6eOc9HN69gwFC8+ljVrJo9SLJ73n38AWdrbSIS1nVhOQYE9h6AQF5L8EC/e7lTp/+8/oG3b1IWTTxMvBt9DyzvvvIOjjjoK8+fPxwcffICCggLMnz8f3377LaqRMMBhY/To0TjyyCNRsWJFVK9ePWXnKW54Jfj8dH4LAEBR67a+iZfKx4sjTOIlK+vHH+Vl0EmSCroXE4XJZNZL8SoOH69169z14vsmY2qoCyQqqn46hK14mQQ98UKyipcJ8VIpXrIXmMkzpCNRqmvxmwCTllOvnvf+svb55BOgeXPg7bfd+/Dyp08HPvqITbg2bmTbVME1rrsOGDDA/m5CvN59l9XhwgvZ9y1bgCZNgHbtgGuvdde5USOgdWvg++/dv/32m3ubeD7An+LF+8/atUD9+kDPnu7j+HWaBtfg+9N+snevfN9Uwu9k02uSdPXVQPfu7u1eE7JkEyg//LD92cSE/Z572IRXdR7aLmFFVJUhWR+vKVPY5PyEE+ztfhQvETryX60aG2e2bpWXJSNeZ50FtGwJzJjhLKtOHUbAKC65hI0DtWs7r8cP8VqwAGjYkLVJo0b641T1TwajRgEtWgD33affLx4HPvyQjXGylLcffsjKeeIJ5/ZjjnG2DUcyitfgwazdx4+3t/XvD1x6aTqcfKrhe3r54IMP4sknn8Snn36K7OxsPP300/jnn39wzjnnpDR5cn5+Ps4++2xcffXVKTtHSUDX+Q4+GIiC9dT8wqjRJFSmgKgUL1niPa+HwcvvI2ykSvHik6r8/OIJJy+elyMnx1yNBNztfO65wCmnsNyXun297o8qCWOXLu4Jpwnxuuoq9l82SZahf3/3tmT6VadOwPnn29/9EK9IRD4RMVG86DlFqNr40EPVx8hA6zF2LNCrl/P3Hj2c33X98f773WXSz9df79xfZWr488/O/Wi70jGJfn7jDfZ/0iT2f+VK78kzV+F08PLxMlU5eXSwn35y73/YYew/v06RaHn5eNFzlQTxClvxUiHVipdYlilURIOXkUq1C/Dn4yX2rWgUeOYZ9pkqXskQL92EnZf599/ysmTEi0OmTovP8Ftvyc/rZxH4gw/sz5QgqhBmcA2AEXrAm3jFYnab6AJjiXHqVAtL4njm51pee439v/tu5/Y330yHk081fA8vS5YsQb9+/QAAOTk52L17NyKRCIYOHYqXXnop9Apy3HfffRg6dCjat2+fsnOUBHQD5Z9/At0iMwEAWb/9aLQCRx9mlQ8WL8fvSjstE/A2NQwDqVK8OAHat8/b1JBaz555JnDkkcHrLIZ6zcnxZ2ooU+4++QT45hv3vrQMr/uj6gtt27rJk1cerzPOAC67jH3u2ZOtfnKcdpr8PBMmsPtw+eX2NpWvFQB07uw8P0WjRsDs2U4y6sfUUHX/vIjXQw8BRx2lrpeqjbOygIED5b/JQMtt2hT47juAZvIYPly9vwhdcA3ZsSpTQ1W5gHNSp5vg+Zk4m8IP8RKfEU6UxTq3asVWoHl59D+Hl6khHXNKg+Ilmn+JCDpJCtPHKzOTqQEqmEZ4BdTv3eIiXrx82bgs1k023soWcUzURRVUzyU9RpZKhn6WtWkyz7Qf4uVXnUzW1DCochOPJ6/0tGhh55gXFa8gZQe9R0FIVDqqIYPv4aVmzZrYuXMnAKBhw4aYN28eAGDbtm3YI2rIJYy8vDzs2LHD8VfaoOt8kQjQM86iSWauXObb1JDmLJFNpoLku/ZjapgMTE0Ngype3H9j3z5vU0Ox7YLWCWBtTklAbq4/U0PVuWX3UnUNpserjvPK4yWWRctQ5Rjh10snIipfK7FMlU093cev4uV1Ttk2r+dJ18Z+nkVZPWidxbJ0/VHn4yU7l8rUUIQqH09pJV46c2RRHaH7qkLNi4oXvweyQB2lQfHyWpgpDYqXzBxULCvZeqWSeJkGuApKvFKheNFj6MKRqeIlI8OmE+5UEq9kTQ39kDXRxytZpScz0xkAKRUqUtrUMLXwPbz06NEDX3/9NQDgnHPOwY033oghQ4bg/PPPx7HHHht6BZPBQw89hGrVqll/jRs3LukqueBFvM6r+AmWoAXWvviBekcC+sLnD4NK8QpCvGSrK2VR8aLEy8vUUHxheg1KJUG8ZMTCj+JF+0I0aref7HxeebzCIl46xUvXL2RlFYfiFZR4eU0oTeqha2MT4qVSvMRz0WfDlHhR4qLzJSltihefaIp1puTTVPHiZclC05fEeqU4UdKND8lMkPwqXrpzeS1Q+Ok/qnqlknjJnitZu4t1kxEvmXqeTHANkwAvYSlepsFkSrPiJYsebYIwFC9KvMTyiot4iedKmxr6g+/h5bnnnsN5550HABgxYgRuueUWrF+/HmeccQZeeeUVX2Xde++9iEQi2r+ZM2f6raKFESNGYPv27dbfypUrA5eVKng9hH/kdEMrLMGO3qcbdVSZ4hUm8VL5eJlMroMg1cQrL8/b1NAv8dLVWUa8ZC9kv8RLtr9qMq2qF92XfzdRvETiJQuZz+FFvMR2T4Z40X38JFD2Q7zCULzCJl5ZWc52MzE11Cm8FJR06Ey7SlLxUoUY57+piJdK8RLrbKJ4ieBllRbFyw/xSmaCVFoVL9X9SiXxkgU7CqJ4AcWneFHQuiajeJUG4pWs4iXWTeW/KyLVildYKpJf4pVOoOwPvsLJFxYW4pNPPsGJJ54IAIhGoxg+fDiGi04FhrjuuussEqdCs2bNApUNMB+0nCCOTMUIr85HzXr8Ei8+OKiIRKp8vCpVSn4yUVpNDXXnNPk9Jyc1ipfXvn58vPiK6s6dwYiXSJaSUbxU9TYxNTRRvJI1NaTn8HqeVL9Ho/6eRS9TQz5B3bXL/ZsIL8VLhCq4hoiySLxUipc4RlPyaUq8RMWrpImXH1PDZCaKfhUvXTuqlB5alim8iFckEv7EUDSjFrdxpMrUUNc+JsRLdZ/8Ei/TyHvFRbySVbwAdj9UAXXCNjWkY3BJmRqK50qbGvqDL+KVmZmJq6++Gv+IyaYConbt2qjt5dW7n8PrQeETxiDEK9WKl8rHyyuHhh+kSvHSBdfwMjUsjT5eXvXwo3gVFCSneOmIl071EfctDh+vZE0NS6PixRVLE+KlOp7WTdyvtPt4qULZA8EULxF0fFCZGooQFS+6//6seIUZXMPrOfETXKOkTQ11C4smpoaq4BqpVLxUE3y/poapIF5iO8Zi+nsYpqlhPG6ueIVtahhGcA0Z/Pp4pU0N/cF3AuXu3btjzpw5aNq0aSrqo8SKFSuwZcsWrFixAkVFRZg7dy4AoFWrVqjM5YsyCK8HhU8YZfmmZKCrLirFiyNZxYuaKdEXd5jEK6i6RImX7Pr9RDX0a2qog0i8VOHki1vxEic0/LusHsWpeKXaxytMxaskiZfYR0UF0wsy8i9DssE1dGZGYYR1BsJXvEQEUbxKm6lhcSleXu83UaUpaVNDuliZzDgvg6yNTRQvsa7RaHimhrm57PksjYqX1zOlU7wKC/VkKExTw1hMP5cS+3cYpob8ektK8Qp63rTixeCbeF1zzTW4+eabsWrVKnTp0gWVhMREh/pNSmOIu+++GxMmTLC+d+rUCQDw3XffoVevXik5Z3HAlHiZKl6yZKUqBYcP4CqJXAZTU8OwEFTxEu3pdT5eXqaGKkVFBd0EwEvxCurjJYMfxUv0gTJRvOh5TImXipTLyFKyPl5lNbiG1zPppXiJ5flVvHQvVPosmYaTp2SruE0Nxclb2MTLVPHiZfH6lLTiJbuvpvsGOY+qT/sJrhEm8SoJxSso8fITXEMHGZGpUIE9kyZ+VyqCXBoULxF+SFuyildhoTnxKiuKl0k+1zTxCg7fxOvcc88FANxwww3Wtkgkgng8jkgkgqKwli0FjB8/HuNpiu39BGETLz/h5AE2YIRBvMI2NSxOHy8vxUtsO6866V5iosKlMjX0M/lXwVTFkP3OXyQmpoaAPllz0OAapopXMqaGYYaTT8bHSyTjfomXzMdL9ptJmbIxhKMshJOXKV4ZGbbVQJimhmnFSw8+RlSoYEa8vBSv4vLxSjXx0lk2FGc4+QoVWMLhVCleMoRFvOj5ZIqXDmGGk/dS11KheKXax8sLIoFM+3j5g2/itXTp0lTUo9wibOIlMzXU+Szl5rIgCqaQPeSRiPPBKw2Kl0i8xIGZ1zEWc08IvHy8vCayOuKVm+tsw+IKruEXfn28aH1FkiP2NxmSMTVUtZVYlgx+FC/ZeXSKl7i/qeKVmwvoUg6a+nip6qGqA4dsDOEQHbtVKG0+XibES5VAWYRM8fIbXKOkFa/i9vGqUAHYvt39e0lFNSxpHy8OTvh1k+ewfLxk18wXwnh0X91YEcTHS4biiGro59gwFC9T4pVWvPwfsz/CN/Eqbt+u/R0lrXj5DbAhW7GIRp3nLc7gGqoXhampIeCe+CRraqhTK3JznYN2WOHkZUjWF011PhnxohDNFoMqXkFNDWX7qNoilQmUkyFeOvhVvExAy6T9V7YoYZKzrzQqXoDbKZxDNkb4Ubz8BtfwUrzEyXjYKAnFSwY/xEtcUJCVZYrSYmrIz6VTAlKteHHk5enbV6Vw8O3FrXglQ7zCjGpYVKRXYkWyURYUL697GUZwjfKseAUaXt544w0cddRRaNCgAZYvXw4AeOqpp/DRRx+FWrnygFQSL1PFyw9UpoZhEy9TU0PV76LaoQquAXgTL/FYrzrpiFdmpnOgz84ue4qXLIEyhc7HS/WCClPxUpUlQ7J5vMLw8RInlEGIl9geyQTXoM/y7t3O/ajao0NJJlCWES/ej0oquIbfcPKpmPhTFLfipXonlJSPV0mbGuq2mxAv1bjsl3jR++KlRJU2U8OwiFeywTVKk4+Xn2tJpo+L42g6j5c/+G76F198EcOGDcPJJ5+Mbdu2WT5d1atXx1NPPRV2/fZ7FIfipSNefiMbmhAv1WQ5CFJFvLKz7VVDceKTSlPDeNyd9d4P8fKjYiWjePnx8RLPo/Px8rquVAXXCMPU0It4BfXxEolSssQriKmhSvHas8e9n8kLu7QqXiUdXENmaii2MRDuGCpDSZgayiASLx28fLxKezh5mY+XuB0wMzWU1d/L1FA2Oabt6UWIwjI1LA3Eq6RMDcNQvHR5vPyQGdM6q34P0oZpU0MG38PLs88+i5dffhl33nknMsiIcdhhh+Gvv/4KtXLlAWEnUFaFk1dNvpJRvPjnaNR53jBfWkFNDb2IV2amfe0yxUsVmMKEeHkFKxFfCqkyNfQLmRIahHjpFC8v4iW2hWpCqAscojJblCFZU0P6/IYV1dCLwKUiuIbKx0tEEMWLT7QKC/Uv6LCIl6xME+JVmoJrmLRxMiitpoY67K+Kl3guE8VLdk+CJFCmbepFiKhJoUxlKUvEK2zFS0diSqupoalKJ0MYPl5pxcsHli5daoVyp8jJycFu0S4lDU+UtOKVClPDMCYNqTY1zMy0Bx5xxTmVPl6A/EUqflatiKbSx4u+PPyGk6dIhniZKl4mxKs4FC/a78MiXmGYGoaleImgq62m4BMtrwlXKogXHwOpqaFszE214qVLoCxrl+I2NdSdL5kJkl9TQx3KenCNME0NZW3m1QdVZtV+iZd4nrJIvMJWvOhYIZ67tAbXCJLHlZ4nCPFKmxoy+B5emjdvbiUvppgyZQratWsXRp32e+zbBxx0EHDYYUD//vp9+YThzDMBE0vOe++1P6sSKCdLvG66idV/5Ei7PDoBLWuK1+DB7nOqfLxU9vUUOlPDSMQ90HsRL52/mQ6pIl6//ca2jx4tLydMxSuIyZUfxWvBAvf996N40X7v9SJLpY+X2F+SUbx0JlumwTUovvgCOOIIYOVK9T55ecC11/or1wSLF7P/lCiNHever7wpXj/9ZH6+VCpeXioNRXEQL7pYGTZUpoZeipesb8nq/913wNdfq8//3HPubbRN+/SRm72K9RLrc999zt+98PTTwJQp3vt5PVPLlgEdO7Jr+N//nL9dcQVw883s8+OPAx06AB98wMa2AQOA669Xn2fSJLb/s8+qz/366/ZnkXjl5QFbtgDHHQccfDDw0kv2b34Ur99/l2+nxGvkSODFF53lA+xeDBxob49E2PxxwABW90MPBTZsUJ/br+KVDifvD76Hl1tvvRXXXnstJk2ahHg8jt9//x2jR4/GHXfcgVtvvTUVddzvEI+zCd+sWc4Qu/Xr25+rVmX//U486cNkElzDbyCM3bvZwLlgAbBuHdvWsiVw9tnsc69e7qh2XuAp4S66yF3HoIqXGNWwenWgRg32vV49FtVQp0CI7dWtG/s8cKD3RPaCC4BBg9jnLl2cvx1xBHDOOexzr17ua+Cfmze3t7Vq5fydl3nSSc6y+YtGLItCN7k96yz2/6ijgDZt2OcWLdj/Bg2c+8pyqNSrx/6feKK6HtEo0Lix+9y8DDENgKr/00kWL5/3wdtvZ/9NlcJXXnHX9+KL2Wd+36tXB6pUcR/brJn9WaxrIuWhdZ9Vz0UkwtqXv7x526tgonjRMlq2ZP/5vfQqk9dbhszMYKTgt9+AW25R//7GG/7L9ANqOfDEE+7f/Spe/F5ykmoaXENG1PwE1zj2WP15giLVPl6qsdaP4gXoTbr8oDSZGvr18crMlLeZn7QwHHSsWLMG+OUX9b68XmLb8fPq7mPt2s7vr77qXTcvIv3BB8Aff7DP333n/O3779lznpfHxp0//2Tvhb/+Aj780Lmv2N633sr2J6lqXZg1y1lPOrbv2wd8+y0wdSowfz7w5Zf2b34Ur3fekW+nxEu8X7zsP/4AXnvN3h6JAEOHsmu/9FLWDjqkw8mnFr6Hl8svvxz33HMPhg8fjj179uCCCy7A//3f/+Hpp5/Geeedl4o67nfIznZPTgFgxQr29++/wOrVbJtssL7kEqB3b/v71KlsZff779lfjx5su0k4+YcfNqvzbbex/1TN+eor9uA/+iibvP7yC/DZZ/4l7MGD2TXT/Nj8uoMqXvQFHY2yOi1YwNpn3jyn4iUrU2yvn34Cli5lk2h6zmeesT+fcgrbp3t3tsr177/AjBnAnDns/qxezcj1q6+ytvr8c/c18M/NmrGy/vkH6NnTeS3ffw/8+qt7Re7RR22ioGqbZ55h9ZLdo7FjWb2++oqtCC5aZKtBixcDb70lby/ez5YsYaoGJY2Ae6V34UI2+FPwuorR+FTES6Y0vf02q+cll7jPS3H66epr4ed97TXWTr/9xl6yixbJJ32VK7MFiK1b3b+99pr7Pm/Zwur46af2fvE4W2hZuhSYO9e5ACFbGJHdV7EP3XILWzGdNQu4+mq2fd48YPlydp6JE53H0/7euTMwebL7HACbYASdlK5dq/4t1VbqfGKkmnCLxEtGxDgyMuw+x8dDPol48035MbrgGjKFUXbuZ55xr+yHhVQrXqry/RKvsAhRWTQ15AsGKh8vHVTWCdGoPT4B+pxyKlND/hv//frr2buQ4oEH2Bh6zTXsu05V54swYZseb9ggL1McE7Zs8S6LjreFhc7+UlSkbkc/ipfq+inxkpUPuPNA+rV+SYeTTy0CxU4aMmQIhgwZgk2bNiEWi6Fu3bph12u/RkYGI150JQRgkwOZGiCiRQtGGvgqT506bFWbr2z36MGIgomPF81npQMvmw6YvXs7J8ZHHMH+m5gvtmzJJuq8PlTVAcyJl+p3OoHn+9Sty/44TIlXNMom3VzdoL8dfLD9uVo15z78mjp2dJaflWW3FT+f7DMvS1TvKlcGDj9cXu82bWwTBdlgS+slQqxX69b25woV1Mdxn6BKleTJs8W+V6GCm5xx0HuiU7yoHxK/1xkZdj8Vz0sH+WgUOPBAebn894wM+3o7d1bvC9hKnwixPQGmutaoAdSqZW/jL6MDDmB/s2fbvzVuzIiqWD9ZnTl4/+3a1blPhQpAkybss6jeiX1FdX90hMQLupezX5XcL3j5qsmM7JnX+fqJfjF8rG3Xjv0uXqvO1FA2CZWdu2XL1EU7TLXipVOuTSdg8Xh4hKgkFC9T31EV8eJWB0H8hFRjWCTCFneOOQb48Ue9/5XK1FCsU5s27v6Um8veJ9xaQ/Uctmplv9vCIF60nXiSaBFi/zZ5xsTIqbTcwkJ1O/q5d8kQL9FP1y/x8kLa1DA5BB7GN2zYgIULFyISiSASiaBOnTph1mu/h6lvlZdDLKD2qQkzgTI/3iSIhkmZuuAItOygipeMeOn2odARVfG7zC/KL7zaQiReOpj6gwUZiFXX55X/RebboHq5ib5JfhQv3XnFQV430Qz7JSUDvS7xGfe63yY+Xl4Q76V4jK59gk5KSwPxUk0QRN81XfTGjAy7/UTFi/8m+sqEoXilsl/q7mmqFS8/CIsQqSZ9pTmcPO/DQSLjeQUpEvuzDLpAMjTIg2xxhpfP66F7DqlZcLKgdc3Pl993sS4mY5FIOsTvqnb0c+9UbaQjXvz6kiVexaF4pU0NfWDHjh24+OKL0aBBA/Ts2RPHHHMMGjRogIsuugjbqcNSGlqYmuPJBh9uOsehIl4mPl6m9eDH8wc6I0P9MHsRkJwcb4KQrOIlmhrK4MfUUPxddp6gxMurLYISr7AnakGJl6xO9JpUCwF+FS/decVBXteOqZh0iQibePm972Kbicfo2iCo4qVbFU11mxeX4kVJGUUYilckkjrypSu3tCheQOr7SWkOJ8/7UBDFyystBx8PTEwNVcE+/BAv1XMYNvESkz6bEC/dgh3H/q54pcrHKx3VkMH38DJ48GBMnz4dn332GbZt24bt27fj008/xcyZMzFkyJBU1HG/hOkkXfVSTkbxClIPkXjp5HgvMpednXrFy2SfMIgXXR0LGp61JBSvIFBdX7KKl2ohQGfWZkK8yqriJSovIrwUL5P6Z2bq+5WufYISr1SEizeFSHxEiH3NS/HifU4kXuKiGIeoeHkRL5XiVVaJVxg+XmGaGqpAIwGHPTFU1d3UxysZxcuL9KlyWsrqZUK8xGvl/b+4iZcq9L1uGx0XVb5oQYlXGD5eupQevB7iOznVilfa1NAffJsafvbZZ/jyyy9x9NFHW9tOPPFEvPzyy+jbt2+oldufYUp4VIqXCfGiCY5V/i6mJj5+iJeJ4hUW8fIagLzqoSpTR2Dod6p4BTWXShXxKi7Fyysvix/ilSrFS+wPJa140TbRvfiDKF6m9c/JcU40vc7ht3wRuglHWVe8RFNDEbo8XnTCqjPNSyXxSrWpoU7x8jNulmXFy9THS1QSeBumgniJpoa6sTxMU0MT4sUn98ncC7GuJooX7av79smDKonES/yeSuJVHIqXF5EKw8crbWroA7Vq1UK1atVc26tVq4YaPF53Gp4oDuJFv6smoaYPZNjEK9WmhibES3VsUFPDoI7vZd3U0CthdFBTw5Ly8SoO4kWvOWziZXrfRZJLEZbiRSfVpZ14JePj5WVqqFO8aLmyz7SOZUnxopMz1XPsJ49XcSheVLkMu61Vz6hO8aL9JBlTQ1Mfr6DBNVJBvFTn8gOxnfyaGup8tWiZtIySNDXkZYtKnd++rIs6CaRNDZOF72Fs5MiRGDZsGNaS2MDr1q3DrbfeirvuuivUyu3PSDa4homPF4dIJIJ0+NKqeKkGlGQeai/iRREG8SorpoapCq6RKsWrNJsaUuhWXFNlagjokyyHRUxp4lzdyznVZohhmxqqFC9xUUx1fllb7I/EqyTCySeTfDqVipeqjXXEi/bXVATXCGJqaKJ4ie0XlHglOy4EMTWk47FOuaKgRKWwMJzgGskoXl7vZC94Ea90OPnk4Huq+OKLL2Lx4sVo2rQpmiRiE69YsQI5OTnYuHEjxo4da+07m8ZFTsOBZINr0MEpGcXLFCLx0r3cvK6ttJga6so0JTCUeAV94Zu2hVddxN/DnqSpkpf6Ca7BP5v4eCVLvGi5fkwNi5t4lZSpoU7x0pXhp5+brl4nO1HwQtimhiofLy9TQ1kCZQ6v57ysmRrSaG/FGU6+QgVg1y6zMmX1AUrW1FBFvEpbcI2MDPuzl+JFU34AxUe8xHaS9WXxWaTnDEq8SlrxEq1Q/CqHXu2eDiefHHwTr9NPPz0F1Sh/SNbU0A/xKm2KV3a2t7kjP19pVLxo2WErXmGaGoY9eYhE2AtUnCSnSvHSmRomS7zKiuIlQ1iKlxjIhCIsU0Naru7l7GWumiy8VtqDKl75+c5JiGiNwEFNDVVjk4nilSqkQvGiZoTFGU6+tBIv1TOqCyefasVLNDXUES/Rxysz00m8aJmlVfGSvatU4fuB8IlXSfl4+SVexaF4lWcfL99TxXvuuScV9Sh3KE7iFabixR/IZE0N6QBYUj5eKvghXrr7YAovlaq0+HgB7N6KLy+vSXNJmRpS+FG8ihs64iV7ORWHj5euffy0Hd23JBUvE1NDP4oXbbv8fG/Fiz8D8bh6UuO1aFIWTQ1LIpw8NW/1i9KseHHiFabiJZoa+vHxysqyn1taJxMfL9N8emEoXpmZdjkyYqlTvFTjktj+9JkuKip94eTDJl5BfbzSihdD4ATKALBr1y7EhBavWrVqUhUqL0jWx0vnB1LaFa+cHOfAoDOv85popELx8mNqSNu+tPl4pYp4ien6guTxUiUTFftOMsE1KPwoXsUNnamhrB97KV5hmBqGpXjRcnWr6SVtaihO+EwVL4Bdl1dUQ3ofVddakj5eqTY1DMvHy+T6K1Y0L09WH6D0+XjREOKpjGrox9RQXCAKK7gGn6/EYuEoXskQr7Lm46UKJ+8XXu2eDiefHHwPL0uXLkW/fv1QqVIlK5JhjRo1UL169XRUQx8w9fFS5fHSTfhlq9e6KGom4GXKBl0RZd3Hy4/ipTMZ8XM+1bmA0mNqCMgnlanK41VQYGaiVNaJly6qlqniRVGagmvQcnfvVu+XalPDsKMaZmba10Ync6rgGrT/qa61JH28ykJwDVMfr6CJ7Hl9gJJVvGSmhnSyHUTxUp3bj4+XaGqYkWEfH1YeL/H9ELaPl+z6wjA1pM90qn28aLur6pXseFocilfa1NAHLrzwQgDAq6++inr16iFS3A4R+wnCNDX0MhMKU/Hi0BEvr7ws2dneBKGkoxqa+szQ+pWGcPKpfhxl/dYrj5eMxJqYGublmbVpWTc1DEPxoki1qWFQ0lqSPl58TFLVwa+pYSTC2m/vXiehVCle9B6XRsUrVT5eYSteJs9tWYtqqFvYo4oXJTl+74kX8QqieHEVjt9nk+AaJooX3y8/PxzFi7ZncSleJeXjVZyKF23XtKmhP/ieKv7555+YNWsW2rRpk4r6lBskS7x05MbLxysIwiRe+5PiRffb3xMoA3KSE6aPF23D/PzUEa+yonilkngVR3AN03FH1oeysrxXXk0Rdjh5wCZee/bYv6mCa5goXrStShPxCjqW0uAaxRnVMJl3XUkoXiJkebxSpXgF8fGigWRUxEtluuyHeAHh5PGik336rHLowsmb5PECUhPVUHXtQXy8/MJvVMN0Hi9/8D28dO3aFStXrkxFXcoVwvTxkv0uftdFeDOBH+LlNVkuLcRLNdnw4+MVhuLlh3h5TbyKw8dLRJimhvRzQUHqiFdpMnMQ6+JlFlwcPl6pCK6hw3//ubep0hcEASf0//4r/92v4gXY7bdokf2bieL10kvycr3yt4VFvGTXlQofr99/L5kEysm0EU2gHDZMx2aZ4kUn23v2AJs2+Tu3l9rG++y0ad71EhUvwFvx4uD9YO1aYM0a9+8i8Up2qulX8YrHnaTj/fcBWVYkHfHatw+YMUNdn+JQvJJdsPJramiKtOLF4Ht4GTduHB555BFMmDABs2bNwp9//un4S8MMppP0I490b4tGgQYN1MfITA3D8vHi0K16e8VX6dAhXFPDunWd2+rUMXuo27eXb69QwemgLUbJql7d/kzrl0hr5xv03mzd6v7dj+JF6929e7D66CCbVMr6KIUfU0OKunXdzwkX2g85xN7WooX+/ABwwAH250MOCa5OpgLNmql/q1nTva2kfLyOOor9r1TJrHzAvl8Usrb/5BOz/YLCqyw/ihe/fk74zznHeZzsGaH976GH5OXSCWAqw8nL3j26gBRBVYdTT/X28SooCN/UMBnSxJWC4jQ11C0KyUwNAeCtt/yd28vUsFo17zJ4vSg5DUq8AOcYLtaT34dHHvGul1ed/RAvcW40cSJw8snycimowvTRR/r6JEu8KOFV1au4EyibIu3jxeB7jX7jxo1YsmQJLr/8cmtbJBJBPB5HJBJBUbLacDnC228D55+v3+e114AnngB++QX46Se2LRIBOnVi22WTfXGAFx9SUYb++2/g9deBGjWAefPYS3jaNLZdVabuoalVC3j5ZWDIEHvb1KlsEO3SBRg2zDk46RQvUc14+mngxhud1/bLL2wV+cIL2QtpyBDg+efV9eO45RaW72X2bNaelSoBmzcD557LBpb//gOaNnW38W23sfMefTSr5yefsLbq08f7nDLQ+7Fli/t3PwmUBw0C1q8H2rUDLruMTdy9Uu/Nm2daU+ek8uabWd1uukl/jEzx0pm5ffgha9MbbnC/QD7/HBg7Frj2WuCvv4A//wROOEF97o8/Bv75B+jRA5g+nfW7229nZHrcOGDwYH3dU4lvvwV++IH1WxGTJgHr1gELFgDff+/8LWikTxF+oxpOnsz+n3SSc/u116qft0svZc8+RXa22YqsjiyddBIwZYp3GbqyLr+cja+AN/Fq3Rro1YuVM2iQukxZcI3Ro/V9lNbngQfYZxk58ku8brgBeOYZ93buP0MxbBj7v3Qp8M03zv6QzATJKxhTXp55+SrF68wzgffes79HIqxvzJoFTJigVjll4CZipsSrfXvgzTfZu/zss4H//Q945x3WjiJUZYoTbNnkVDXZPu44oHJlNmbqoLPuAFjf9oJoaqhTvGhdX3jB/kyfKdkiIz+uXz82BtLpZKVKzJ+yY0dg7lzv+vI60/aUES9V+P6TT2bvG5m6qFO81q3T1yfZ4Bq5ud7EK1lS49fU0BRpU0MG38Rr4MCB6NSpE95+++10cI0kcd557GWrs6uuWxd4+GHgyitt4sUfuqFD5cfIFC8KcTLbrh07B8XppzuJl1im14M5eLCTePXp4yQmXuZ1ojkPAIwcySYTK1cCjz1mH9uypb0yduih7L/JQ52b675uCtmkBQBatWKTf45TTmF/QUEnQbLJnB/Fq0ED4Lnn7O+jR3uf/+CDvffhEIkXXclXQaZu6tSW005jfwAjVxSNG9v3ukkT9oLWoX9/9gcA3bqxP45Bg4AxY5ymYsWJ3r3ZnwxcRbn2WvdvYZka6sivWMbgwfa9rliRLaDMmsW+H3II63PXXec+R1YWW+DgzyugV/urVwe2bXPvd9ZZbFLLcfrpyROvXr2cxEtnati6tdtEUHYdouJ18snAHXeY1bFrV319+T2KRMzGtwceYPdINB+T1bttW3Z969cD9esHCxUtAzVLU8GPP4qsbz/1lJN4RaNA377s7513zMsGbB8g02dozBj2zuHvnc6d2SIeVUE5dCbVFDIFRnQX4Dj6aLZw40W8vBSvrCzgmGOAH39UlxHU1HDAAPuzaXL4s89mxIvOjXj5F11kTrxUilfXrux6H39cnbD6mWcY8ZL1fx3x4v1Z1p5hKF464iWS46DweubDULzSxMsHli9fjo8//hitWrVKRX3KHUwd1YMGWJB9DyJDi2UkK2ya+njRSQz/bDLJLEsPNb0fsv7g596nGnSybmouK1O8dMSLQlQPwl7nKen29IJuUcLPMTL4UbzE72KfVL2EZWZHOiWL/qb6DPj3/5Kdk27zY2rIIev/YnANP/2LlhcG8VKpJKb+wfE4O1cykzjqo6SCLpKeCNn1iGaStP/77Se8Lqb3zWsRxGtfwE28ZIqXyudQprDKYBJR0euaRTVFZ2pIy6X33pR48Wui70Yvf0EZVOHkxbpzqNKU8GdBrAuHjHjJnuHiUrySnf94ze/C8PEqz6aGvqcdffr0wR9//JGKupRLFAfx8lK8ZPAKv51smFdd2YA58UpFOPniBl3xlQ1GpYl4+XmJcoRJvMJGSbenF/wGQgDC8fHyWrwRffR0K+p+AvPQiTKduIgTaPrdZAyVTcDF58o0uIbseHqcad/WledFvEygUkl07S8LwpTMIhv1UVIhWeKVna02xzYlXjRwheo8Msja1zRsPIeo+PlRvCIRszHSK1CMbh8OP4oXff8GIV6c9MgULz/ES+y7vK/RccmEeInl6IgXn1/JnuG04uUso7zCt+LVv39/DB06FH/99Rfat2+PLKF3nXrqqaFVrjygtCpexUm8TH28+Of9WfGSDXhlnXjJgmvozNwoRB+/tOLl//lXwU9UQ50CVhKKF/0ejXpPFPwqXtGo99is+l3XrjoEJV4qBUyleJkmxw6DePEJaRiKl8rHi6uMMtJkGqClYkXm78vLMFUVU6F4qYiX7tq9EIbiJfYHneKVLPGShbcPonglQ7xo3ykqcp6X3pdYzJx4lRXFK1U+XmnixeCbeF111VUAgPvvv9/1Wzq4hn+YEi8/ARa8FK8gOR5KinilFa+yT7y8FC8d0qaG7m1ek70wTA35NjrBoBAVL91k04/ipSJb4jGi4uUVrMPLd1KmzAVRvABzxSsnx7noEpR4UeJJc58lq3jFYqxtwzA11L3nvBKwU+jM7Shp4jBVvDjx8mtqGFTx0vl4qUwNU6F4BSFeJsE16DWETbz8RDsV+66pqWFmprPPiuXw79nZrI50PqQzNQxD8crJKXnFK21qmBx8TztisZjyL026/MN0gC9tileYt9qvqaEqgTHF/kS8/JDuVIPWJSzipZs0l3filUpTQy/VUfR5ohDHI91kMwzFS2dqaHIP/SpeupDYHKr+b+rjVbmyujxdOHmxrem+4rll59e1f9iKl4mPl+lCoE7xUi0imBIvniKATsxNniOvRRBRmZUhWcVLl9fJ69xBfLyKw9RQ5uNVnKaGYpuqTA1l/YvXWfZbWYlqmCpTw3RUQ4akph37/CxVpSFFaTU19CqzJBWv/Y14eZkalibi5TU5lEFmakjvq64/ipPE8ka8Siq4BmBOvLx8vIISL5W/l/g9qI+XjniZlGuiePkhXuIkXSzfxIRNvKZkTA3DmMSZEC9TmBKvIIoXJ15+w8l7ES8TEp5scA0T1cuk7/hVvHSmhvQa/CzWhW1qKM5TqCoaluIlItWKV9rUsOzD97SjqKgIo0aNQsOGDVG5cmX8999/AIC77roLr7zySugV3N+RCsXL64EwWcH0UrySzYxO4dfHy+tYoGw91F7Ey8+qZKoRxOxRpnjRl5KOeIVNtESUdHt6IYipYRAfL6/z6MwFdeqAl6mhOGFUkS1dVEMT4iWbBIn90stEW0SypoZiImqRzKqIly4QiglZ82NqCIRj3WC6SOMFv4qXHx8vr/PI4GVqSPupytQw2eAagDfxCtPUkCpe/Hid4kXP4dUPeB3E4BoqBc0LKlNDFfGi10brqlK8ZP2Lv89k9fRDWFTPXTq4RtmH72nH6NGjMX78eIwZMwbZZFRp3749xo0bF2rlygNSoXiJA3kYtrRBFC/TSbNu0idTvHT14ihLD7UsZC6Fn1XJVCPIyrVM8Uo1oTJFSbenF8qC4pWMqaE44VWZJemIl8k9FPutGHjCxLTQq0yOoIpXUOKlUxRk5/cTTh4I5/0hO6cfXx1eH9Wig8ps1o+PF0VJKl5+TQ3F88gQRnANP+HkVe9fU+LFn6H8fHcurmRMDami6cfUUKV4yfown3/JgtuUleAaqfLxkvXt8gjf047XX38dL730Ei688EJkkKfo0EMPxYIFC0KtXHlAcRCvMFYsgxCvZF5eOlNDiv1B8aL3S3avShPx8jtZAkqXqaSI0lYfESXp42WqeHmZGuqOFVUflVoRdjh5cRKvuwYVklW8wiJeOoWnNCteItkxgYroJOvjFabipTq/qi+oJvX0c6oUryCmhjIfL0oodMTL1E2CXk9+vrM8P++gVPl48froTA1lZLmsBNfwmt+lFa/k4HvasXr1amny5FgshoIw7c/KCVJBvHQ246YII7hGMi8vU+K1PyheZYl4BTEZkpka+oFJuOSgKOn29EJZV7yiUb3ilZ3tJhyy/ZJVvMTjY7HUKV5hBNcoTYpXGMRLds4KFdT7m/gkUYTl4+V1HpP6+FW8RARRvIL6eCVrauhX8fKC7Hr27VNHSfSC2Hf9+HhFInb7+AmuQSN5imOKX8VLtq+OeJV2xStNvBh8TzsOPvhg/PTTT67tkydPRqdOnUKpVHlCWVG8xIcs1aaG5dXHq7yYGvpBmng54TXZM4WXMqMjXiKZ9mNqKI5lKuXNNI9XUB8v8bny2xdM8njtDz5eYZgEydpKR7xUz7wJ8SprPl4iZIqX6hkrTh8vP6aGQfsML48THyA54pVMOHnA7rciYdApXhwy4uWXsMj21anz6XDyZQPGXXjgwIF4+umncc899+Diiy/G6tWrEYvF8P7772PhwoV4/fXX8emnn6ayrvslSquPl0hcRBWtJE0N97eohl7hlMs68UorXsERxNTQFCZ5vFS/i+NRUFPDjAxWj9273edREa9IxCxMN4VsnBUXBPz2zWR9vHTES/a9PClePD8ShcrHCyg5U0OvRRC/yixQvIqXn0Wx4lS8uPno3r2sH4Tl40XraEq8CgvVYdB1/Ut2z/woXrw+XmMXRXEpXmlTw+Rg/AqfMGEC9u7di/79+2PSpEn4/PPPEYlEcPfdd+Off/7BJ598guOPPz6Vdd0vUVqJl1eZJg9NGIpXefPxkqGsE6+04hUcQUwNTZGM4mWaQNkruEY0qq6Hjnj5TWvg1Y5B+qUJ8dKNvTriFY+nTvHStVdZVbySDa4R1NTQS/Hy8qOUQTbJ9/Lx8hojw1C8/ISTT5Z4Ac6Q8mGZGnJQ4kXrKhIvGTmjn1OteKkWuEvaxyttapgcjLtwnLTSiSeeiBNPPDElFSpvKE4fr5wc8xxeXoqXCcLw8fIyNdwfFC8vlHXipVK8olGzwdt08hQEJd2eXkgl8fLyP/GjeOlW1E0ULw5aDu03lHiJpMSkPUqKeOnGTV1ER9l3VR1V7QQkr3jFYiWjeMnG+vKiePnN4wUUbzh53qd1ileypoaAM4lyWIoXPY+MVPFFUNHUUBWNz6/ilWriVVwJlIuK0gmUk4GvV3gkyNspDS1MbdBVDugyqBxBg0SR4giSMNn02nR+CLLJkYmp4f7UVZOdIMoQNK9OslENaf2rVjU7vjwrXqb+XMn6eOnMfcXPQHgJlDMynPdX1VfoBEckXiZ92YtY6lQkFUyCa+iIl9ivxWdLdV06U0PxGNl16J5hWvallwJNmgBbtsjP6wdhKF6mxEulOOlQHOHkTX28/OTxStbU0K+P1/r1wOWXs+864hW0r9A68Lbbu9c5yU8mqiGHzNRw8WKAG23x/sr3UREvXV1kitcFFwDTppnVHWDjh4yglLSp4cMPA7NnJ1duefbx8jXtOPDAA1GzZk3tXxr+8MorQJ06wPPP6/fr3h2oWRNo1Ag49FD9vjfeCDRsaH/nnf2TT4BatYA33vCul/jg9uwJtGvHXpa1agFffOFdBj/fW2+5f6NEjg4iI0cCBxwA3Hkn+167NnDMMUCPHqydRKgG+HvvBerXB+67z7ueJY3PP9f/3rYt0K0bcOKJ4RGFzz9n9+add/wdN2gQ0LQpcO215seoJrgjRrDfrrpKf7zXpCIZlHaCLtavenXgyCPDKduPqaFOjaGO8CK8fLxEU8PDDwc6dAAGDFCbHYp1M7mHkQhw/vnObbJ+edZZrH4DB3qXKbbJCSfY2/v2ZWTxrLPs3594wrm/Tp2SmRrSiS3Fu++ysaFbN+DAA9VlcoiTwREjnN/5eT//HFi92n5fBF2sadsWaNDAvV1Hii68EGjZEhg82Lldda9ViwjXXAM0bgzccIN+rCsOU8OMDFaPJk2AK66wt7//Pnu333wz+65TvERDo2SDa9CxxETxeuYZ5/4y4gUwcta0KXDdde5yundn/8U2B+TPvBjdLyxTQ34u3sYjR7rPLQuu4cfUMNn3tUi8LrmE/e/dW37Pi8vUMCjoQlR5Vrx8GQ7dd999qFatWqrqUi7Rvj1bRfKaPLRpA2zYoF9d5qhbF1i50r2ic9RRwMaNwf1s5s2z7bdNyjj6aPX5qF8T/X3UKOD++53+DN9/795PdixF48bAmjWlf2INACedpP89GgV++y3ccx5zTLC+UK0asHSpv+NUk+Thw4GhQ71XMMuz4kXba9gwYMyY4BNgEX6Ca4jqBJ38VKjgDoRAy/BSvMTw8nPmsOvmK+viMar66hCJABMnAm+/Lb8G3s6TJ7PJgcmqujgBpItnn3/OJi+0nKFDWTvdcQf77nVNJsRr/nzgoIOAKVPY90sv1ZchbuvQAXjwQefvubnArl32d35veaABgC2IbdrkLluGuXPtMN4UujauXBn49192rePGsW1BFK8aNYDly+1tc+ey1XrZ+SjCUrxovTIzgaefBp56yrnPgAHA6acDU6cCjz+uV7ymTGFj8M6dzvMHVbwGDNBfC4XY/jrFq3p19Xti3Dg275EpnmL5gNusLSjxOuII4Ndf7TqK8yNxTBPrwOHH1DDZsVoMLPLkk+x///6sD4wd6yS3xaV4BQV9T6SJlyHOO+881K1bN1V1KbcwncT6eYhpmfQhSoaIqJy7TetBoQsoIR4TtM5lgXSZIhXXUlztqvMVMpngpn28GGSmK7L9TOHl+E/PJU7s6CQlNze84BoZGfJxxtQMTwWdObPXuVQQJ4DiAoOsHJ2KSOsgU7xk+9EocIB7pduLeMnaRSRe3C+Y1r1SJXPilZUVzOTRj3+jzl9R5TdIEZR4edVRJF6qY+hzoiJe4n60rKCLU378h2Mx57l1wTXofxEyFUlWB7pfUMWLnkPsIyLxou8Zft/CDq7hF3l5zvPRNs3MBKpUce5fXOHkg4ISr7SpoQHS/l1lF2GEkw8bpkE+ZCjPKyVlEelw8sGRCv8+jowMuS+l7NziPaCTH11CTy9TQ9HHS3W9Jr5LOvD9RRNJ2blMYRK6XVUPk+P9EC8OcWwMSrwo+GRJpgiYQBUYIsiCit/gGiJUE+FUJVCWES+vslSmhrJz8s+pIF5iP/CjeJmcUza5l9UnDMUrElH7pfKy6UIAv/awg2v4hah4iW0r3qOwFK9UmRryPGpA+Z7HGXeLeHlupTKOVK1eJINkiFcaZQtp4hUcpg75QcFf3H4VL/G3oIqXGNVQ1Vd0ASX8pLYIk3jpkkqbHBOG4iXW20Tx8noexeeNmhpy+A3UlEyQD69yAPOk1arjRcXLtD/48fHyIgwmipf4mZ8rqFWAjsSninjJrlNWhzBNDU2Il6ji0/oEIV5hKF5+iVdZUrzKM6Uw7sKx8qwLlnGURsXLK3dVGvsPklVt0sSLIRV15WZlXopXUFND2aqvLriGqq+I5Qfx8QKciXn9hqQXUdyKl2xim6ziJYNK8Spp4hUknLyIsE0NZfvRe1BcilcqiJc47ort72VqqILsOmV1UAXuCIN4eZka8mtPJrhGcShe4j0qrnDyQSFLil4ejelK+bQjjTBQGjlzmniVH6QVr+BIpakhEFzxEomXztQwDMVLLN/vSjI/np47bFPD4lK8VMcA7rFeVicxGbUIlfkSrU8YxEs3afWreJkmKg7b1FB2Ljpp9UO8klG8gqT5EOGleMVipUPx8vPs83NEo6kxNfQbTt4vxBxm+5OpIVB+Va9SPu1IIwyURsUrbWpYfpBWvIIj1aaGvG1l7VAcpobRqDqPl67fBA2uoSJeQVZ4wyZeYfh4mRAvr4UQVYQ8epwfHy+g9Cheqt+ys4MlO5btV5zES7agEBR+TQ2DKl7JBNfwqyIl6+PlpULq7mkyxIv3xf3Z1BBIE6809mOURh+vZBSv8vqwllWUNcWrNPUvU1PDoKRMnGBQ6IJr0DElJye4qaGoeJmaGvq9Xhnxov0yDOLl19RQnJSJ12RiaigeI/Zd2cTPS+lTPW/FaWooQ5Bw8iJUE2FdkBcd/CheXpPwIKaGxal4iWZhNAJpcQXXkC3k6ECJly4iI+BsQzGPl4wMe9UlGVND/nyVVHCNVM0Z04oXQ5p4lQOURsWrNJLBNFKDska8ShNKa3ANaopSHKaGyV67zBemtCleyYST5xDHetl98RvVkKOkfbxU5QDJK16ZmeZleJVXEopXGCk3kjU15Ei14uWHeFGS5KV40Tbk11BSihdXlPd3xas0usEUB0r5tCONMFAaiVca5QdlzdSwNDn7mrZdqhUv8QVPX8xZWXpTwzCCaySr9hWHqWGywTVMzSn9BNcIonipiFcyPl6y85QE8VK1aaqIl5+ohskE10iF4uUnuEY87l/xAvQLBTLFK6ipoV8fLw4ZGaYkUHdPk1G8OPESfby87lFp9/EqKHB+L6/zzDTxKgdIq0tplCSSdTBOK14Mqagrb9tkFK9IRD9RTrXi5SecfGnz8VJdl0zxMjE1TKXilQzxkiFM4pVscI2gxEt2LlXo87IeXCNsHy/A/dx5BddIxtTQi3jpxkDVPSkOxUunJqZK8SoupIlXGvstyspDaIry+rCWVdCXaZB7F4YZjQpliXil0tRQ1g503BDJr7hy6Se4hqh4qYJrhHntsgmqbuXdBGHk8dL1v1QF1wjD1NBvcA0ZUuXjFdTUMIiPl9dzExbxUt3zMBUvE/8h8XqTJV66hYJUBteQ+XjpTB/LiqlhWOHkiwtlpZ5ho5RPO9IIA+W1c5cllCbztrDhN9mtiPKseCVrpukFnY8XJVc6xQvQ+3iFEVwj2fvkNUEtKVNDP4qXDGUluIYMYYaTTza4honiJTvWK7iGH+JVFoJriItoQYgXLUOneIUZXMPE1FA2BiSjeIVhahjUx6usLE6XlXqGjVI+7UgjDKR9vEo/kjXHK82gL4sgfVG1Ah8GSjvxKknFixIvcTIuEq+g4eRTaWoom6CqJvtB+mUqTQ1l5csQJLiGV7umIriGDKUpnLwJ8ZLdDy8fr2QVL6r0yM5ZnME1wiJeySpeYZsa6szzSrvilaoEysWF8jrPLOXTjjTCQNrHq/RjfyZeyZoalmfFq7jCycuOpykfxP4pjilBw8nrgmskq/bJlJ1UKl4mdUxG8ZI9O0EUL93xQOklXrrtYYSTTytezu9exIuaHhan4uVnzFZFNZSZGtK68GsoKcWLP19eCZRVPp5lhdCUlXqGjVI+7UgjDJRmxctkVVfE/viwlnYCkAySVbzSxMv9OSzoEiiLflwUfkwNvRQvEx+vIPdJnGiJ56bwIl6yMScI8aLXR/MgyaAaG3VRzkwUL4qgwTXCUFjCJF60D+nGGBXxEn0NU6F4eZHg0pZAWbzHsZg75UFxBddI1sdLVMq8TA35+bzuie6ehqF4PfGEnniJeOsttmBWVhSvsWNLugYlg1I+7UgjGbRowf6feab/YwcMsD+HMaiLOPZY9v+KK8Ivuyxi8GD2v2fPkq1HKkAnNDVr+j++S5fw6iJC9hLv0SN15/OLVPt4NWzI/tep4/6tY0f1b/z55fWjdWvQwP5cq5Z3cA26f9269meRdB59NPvcvr27PjLIFC8+rtHzAGriVasW+3/qqe7f6tc3qweFqHj5Ca7B7xWF2Cd4PevVc5+Po1Ur+7Ps3pooXmH0xTDfK1Wq2J/Fe0uha2/aD+vUAS66yPm7qeLFnxug+KIatmunLrdJE/15ZeUCzvYA3IsPYfh4iQSB9kdati7yoA5+ohrSuvTp466DWGcTxSso8aLP+ooVznp74aWXys7i9Pz5JV2DkkEAvSGNsoLp04Fp04B+/fwfe+21QLNmwObNwIknhl41vP8+MHUqcNJJ4ZddFjFmDBvse/cu6ZqEj8xMYPZspqBUrer/+EMOAb79Vj7xTBZ0EpCbC3zwAdC3b/jnCYpUh5O/8UY2aZM94889Bxx3nE14KM44A/j0U6BDB3c9L7iAkeW6dYFGjYCtW53H0gl3VhbQrRvw0UdsknTMMfZvIvF65x3gs8+AE04wuzYZ8RoyhE0ou3Z17qsiXn//Dfz+O3Dyye7fevUyqweFn3DylABNmmQTCp3idfXVbKJ9+OHu8/36K/veqRNTM7ZskRNKlcIsEuZ589i9PfVU9z02QRDFS4XsbGDGDHa/dAuNuonwQw+xvlixIisjEmF95aab2O+mileHDuzd1rgxsHy5vT2VebxatACuuQZ44QVnmR99BBxxhP68snLffZf1+YYNmeryxx/OXF1AeME1qlcHtm0D7r4buOQS+zdKRPnzybcNHgyMG8c+n3km8N577HOjRkz1OftsYMMGf1EN+b6tW9tzpmTDyQf1T77sMuCxx9jn3bvt7bK2XbgQuP129u4CGFErTsVr5EjggQf8HVOjBjBqFHDwwampU2lHmnjtx6hdGzjttGDHZmTIX8phoWpVp6rmB2VlNccPcnOB008v6VqkDp06JXd8qggpnQQ0a1a6SBdgbmoYVIGoXFn9HNaubSuxsvPRBR3ajhUrAuedZ38XJx9iLq1IRD7WiNfesKE/hZxOsnn9olGgf3/3viriVa+efH9eVvPmwNKlwerkpXjRdjvySPuzjniJ4zY9X+fOtvnY2WebnVcsm56XT5qC9r0gUQ1F0InvYYexPx107V2rlru/n3GGf+IF2IrJ6tXyusrA25cTnEjEnHgBbNFCJF5+3uG0rLZtgUqVGBGaNo0RL6o88XoGIV5cbeLl8eMuvFAeaIeel2/r1s0mXtyyB2DznWOOYar41KnBFK/+/e1rSDa4RlDiVaECU/82brRNvlXteuCBrL9x4pWdXbxzpFNO8U+8OnVii/vlFWlTwzTSSKPcItWmfMmitNePg9ZNnIyIkw9T86swfby82i5oACK/5nJ+gmuokgL78fmQkU8vmBIv0zqoEIbi5df/06/pl8zniMKrnkGCawBuMmASdCZZRVx1rfwc8bibgAQhXvRc1H9LPI7uQ321AOd9lz3n/H+QcPIqPzMOP6aGQf2TKVHkQY5MF96ys4tX8QpyjaX5XVYcSBOvNNJIo9yitBObVAfXCAu0buIEVXwxi8E1TMrUXbtqkuHHJ6m4iFdQxUtFvLwm20H6d5p42RCJsu53GYL4eAF2f/SjeCU7PniVKxKvoIoXIA8VLx5HSY+oeHmloKCkjW83TaAsBsCh5dD9Uql40aBEXooXrwtHcROvMALtlDekiVcaaaRRblHaiU2qw8mHhVQrXrrrU5nVlHXFyyREuh/FK1kyoyJeQZWWMIJr+CVefuvqdZ1+2t+P4qUjXqrnIkziJbvXqVa8VPvEYm4fLxXx4uB1UIWTj0Tc+8gUr2SDa/ghXmKb87J5BFk/ildxmhoGIV4l/b4qaaSJVxplDvujj1caJYMwJpCpRGlX5Dh0yoCXj5cKpqRTtborCyfvtwwvJKt46e6pKq+UH8UrCPEyCSefauJVGhWvIL8HVbxMTQ3DHL+8FK+wfLwAeah4neIlkiLaR2ULLKLi5cfUsKQUL0pgKFE0Ubzobzk5pV/xKs3vsuJAKZxqpJFGGmkUD0o7sSntihyHTvESJ9imxMv03oRhaljaiJfOx4vCTwS5ZImXigiXJVPDZBQvkwTWIlJtalgcihc1NQwjqiEt38TUUBZcw6+Pl5/gGjK1L2hwDT/9MxniRetX3IpXKvNs7q9IE6800kij3KIsEa/SqMhx6IiX2K5pU0MGXQJl0+AafhQvU6iIF22jMJQWU/8+HfyutiejeMn6mR/Fy+vcQYJrpMrHy9TUkKphxRlcw6/iRX2m+O/JBtcQy5Rdox/Fi44llNSZEC8egAMofsUrHVzDP0rxqzyNNNJII7Uo7aaGpuSjpF9kXkEIKIKYGgZRvPyYGgYlXn4n/iJB1dUrbMXLFHSyWKmS/ZlPAMVyg/Y9r35iguI0NSxPildxmRoGVby8iJeJj5ef4BrFEU6ejot+Fa+8PGc5aR+v0o1SONVwY9myZRg0aBCaN2+OChUqoGXLlrjnnnuQT2l+GmmkkYZPlHbFq7TXj0OneAFqshWGj1dZUrzoBM7LxyvscPKmoOeln7mTPxDOgoXpvdehOE0Ng/weNJx8kKiGYfp4mYSTp8SLmiGmUvEyJV7J+HjJ2pSOD7y+YQfXSMbUkE6FI5HS7+NV3lEmEigvWLAAsVgMY8eORatWrTBv3jwMGTIEu3fvxmM8vXca5Qbp4BpphIXSTmz2B1NDvo1PIMI2NTRRvEoL8aJjV3EQr2QVLzoBVxGvVChepTG4RrKmhl7Ei0faowSnOE0NVWONytSwLATXoBEBvcLJl6bgGjJTQ11fo8RLVCZTiWg02OJOaXzXFifKBPHq27cv+vbta31v0aIFFi5ciBdffDFNvNJII43ASJsahgPVajlHdjawdy/7TOtaXHm8UmVqmCzxUtXL1MfLC8n6eNHji9PUsLQoXl7tHqapIcDau7DQrXiZBDZJdgyg1ydTvMQJfTLh5MMMriGra1imhsUZXEM0NeT1MEmgLBKv4lqc1vmp6lDS76uSRpkgXjJs374dNWvW1O6Tl5eHPGL8umPHjlRXK4000ihDKO2KV2mvH4cfU0NTf7Dybmoomh5xFCfxou2uIl5lydSwJH28TM6tIgPFYWroRbzCVLzCDK4hU4DDMjVMRvHya2oo1s9PHi9KvMT7lEqUxsXKsoAy2WxLlizBs88+i6uuukq730MPPYRq1apZf40bNy6mGqaRRhplAaWd2IS5op1KeBEv0YxGt6+szGQVr1QRL7/+DeLkNoji5QdBJkYqNaE4TQ1NUZaIl18TPHrO4giuQSE7RypMDcMIrkH7pah4qcLJU1NDfv79JbhGcSpeQftcaX6XFQdKlHjde++9iEQi2r+ZM2c6jlmzZg369u2Ls88+G4MHD9aWP2LECGzfvt36W7lyZSovJ41iQtrHK42wUJZMDUtj/Ti8yFQQxct0cq8aD/yYGhZXHi96Hu7TI4NIvLwIgArJBteg5w07uEYY4eRLOo+XF/ySS1GpKU4fL5XipfLxSsbUMNngGvS+00UTleJlYmpoGlwjVYpXWOHki1PxKu8EKihK1NTwuuuuw3nnnafdp1mzZtbnNWvWoHfv3jjiiCPw0ksveZafk5ODnHR2tzTSSEOBtOIVDkyCa3AUl+Ll596WhI8XYG5qGHSxKQgpyshg11VQoPbxCqNf6q6prJga+jmfyfF8/x9/ZO3tJ5x8qk0Nv/wSqFrVuX+yitfcuXI/NrrP1KlAp07sMz8f3VenePG1djEIBCVeRUXAvHnAnDnO89LP06YBP/0EHHGE857o+pNfHy+VqeGiRc5rkqGkFK+g5ynN77LiQIkSr9q1a6N27dpG+65evRq9e/dGly5d8NprryFampd/00gpDLtMGml4orQTL9P61amT+rro4EW8atcGlixhn02Jl2lggjCIV8OG+t9VOOAAf/tXrOj83rQpsGKFe7943JlDi05w/Ex26ETZD3Jz2cSftmGtWvZnL8WLE7d69dTnCEPx8tv+YQfX8HM+E7NUTuQHDmT/TzzRXU5JmRrOn+/cp149M+VKh+uuc59HrMNffwGXXso+y/oMVZXEMn77zd6uUrw2bgTat3efl36eMoX93XMPcNhh8jJFZGW5n3cdRNNiXva779rbVKDPpl/Fq1IlYPdu8/3DQGl81xYnygR7WbNmDXr16oXGjRvjsccew8aNG7Fu3TqsW7eupKuWRgng5puBAQOAt94q6ZqkUdahCmBQWqDyjRJx663smZg4MfV1ksGLeN1/P9C9O/Doo+bE64wzgN692SSUGD64EI8DTz7Jyh8+3N5u4uM1dSrQrx8wfry6fB2GDWPt/sYbZvsfcQQwaBDw0EPs++uvs/N/951731q12PXceitQrZq93Q8BOOYY1n6PPGJ+DGBPZjMy2MTvtNOAO+6wf/ciXr/+Cpx8MvDNN/a211937lOvHjB0KPt8/fXA0Ueb1e3ll9n/fv2c99sEtE80bAj07w98+ql6fx3xGjXK+3y5uazdhg4FGjXy3v+OO4COHe32/+8/9l/V3n59yHTwMjUU8dBD9vhUUGAroiYEkytYFCrFi4LW5bHHGCHr1ctdhpjiVefjJYKeV1SsFi+2y87J0StaBx3ErvOcc4Djj2fP0L33srFQxMknA8cd56yfODbq7u/dd9uf/Spe06ax8593nvveHXOMeTlpmKNMRDX86quvsHjxYixevBiNhNErnnb4KXeoXBl4//2SrkUa+wNUEdxKC3SruRQl/Ux4kakTTmB/ALBmjX5fjtatgW+/9T53LAbcdBP7++03YMwYtt1k8tinD/sLikqV/LV7JAKMG2d/b9ZMP/GXESY/r7xIBHjlFfP9OfiEMiMDOPts9sfVA8BbTezSBfjsM+e2iy8GNm+2yRYAPPEE+wMYwfv5Z3WZHIMHs78goH3ik0/kBEAF2u5nnQWMHGl23OjR5ucYNoz9desGzJhhT/KLg3hReN3fm29mKjYfn/btY3+AmV/TVVcBkyY5t5kQL7rt5pvZ/3//dZdBzWL5dpXipTuHeC15ec7rVF3rFVewcjIy3NcJsHPz/tO8OXtW+IKCrL702mSoUYMRu48+8q94dehgP6tv/n97dx4f09X/AfwzWWRPhMhGRGKNijWtRmuppRQtP21Re9HSVi1FVZVoVVNqb1FVxIMWbdXTquVBrQ8aIkHLY01QpNGWhGyynN8f6dzcO5ktyazm83698pqZe8/ce+49mcn95nvOuetLPqdqXboAf/5ZNttZWbb4T05LssFLjbKGDRsGIYTWHyKiijLFzHHmZGzgZW3yuhkaR6NtuubKkP8Z0DUxhC2fu/KyxJ899e+drotTc5xbcwURcpWZFKSi3T0rQn0uyhN4mXKMl6EujOp9qT9v2dmlwY4x45q0ldHV1VDOUBZMV8ZL33Ty+ranWU95gKkv42XoHGg7v5rHoXmshtpXPt6uopNraO5DpVKOH9PEWQ0rxi4CLyIic7D1wMbWA0M1Q10N5Yztamgs+UWGrpv/2vK508ba/1OUdzVU0zWRgz0FXuWZ6VKTvE3MPWtcRQIvc50zbRPPaN5PKzOzdJ0xGS9tZcrb1VDb+9TPNYOFinY11KynZmZP17EaOgfa6qz5WdM8H4baV72+MpNrlDfwooph4EVEDsueuhraYv3UyhNMmTPjpet82fK5Ky9rZbx0BV7lObf66m5PGa+HMfDS1Taa2SN5HcwZeJky41Weroby5YYCL13fdYbOgbY6a/5TQDPgNdS+uqb9Lw9t50Rb+1eWvf0jzNQeoj9HRETlY+sZL1uvn1pFM16mCIh0ZbzsuauhtTNe8jFe2pgjqDVF9tOQhznjZcquhnLGBF5375Y8Ojsb146mzHiZuquhoTFe6gyQu3vJdrRNJmKKroblDbyskfHidPIVw8CLiByWrXflY+BlmPwiWN6eusas2AN9FzSWzHg9bF0NH4aMl67PmrnOmbYLb80xXuqMl7H3rTJmjJe24zFVxquisxpqjvHSVgYwfH8/Y7oayu9PpvkebcyR8WJXQ/Ng4EVEDsvWu/LZS+BV0a6Gpjjnuroayi++bLFtbZk1uhpaYkyevWS81PVU79OYIMGaXQ3VGS9juhnqKqdZf82ZCQHjAy9tY7x03UBZ3/YMdTUEtGe8yvMdqKurYUUDr8pkvLQFv5xcw/T454iIHJatBzby/6Zq/iG2JdbMeMnJz5f8gtEW21YfZrxMs01N9hJ4aX6G5HWV18MS58yWAq+KdjU01XTyxgZehu5lZkxXw/IGXvKuhhWl7ZyY4/vG3r6PTY2BFxE5LFsPvOT1s+UuH7YSeMkvmuQXLrbYthVla9PJm2OMl613NbTUdPJq8rrKx/5YYoyXvq6G6t8TdZBkbOBlTFfDymS8jBnjpet3TF/GS3OMF2C+roYVnVxD2yyUxtLW1ZBMj4EXETksWx/jpSuDY2tsJfCSk1+42WLbVpQlAi9tk2tYclZDc6nMLJq2kvGS79vasxpqBh3GjvHS1g6myHipVWaMl64xo4DxGS9DgZehroaVyXhZMvDi5BoVw8CLiByWrY/xkv+BsuWMV3mmiNf2315zeFjHeNlzV0Nbmk6+vOfRmoGX/HzoCrwqqzIZLzVjM17amCLjpT4GQ/fx0nyfrv3q62qoDsoqEngZ09VQ8/iNzXhVpku6pb4nGXgRETko+R9Wa0/hbYgtZ7zkmPGqPGv/Lpanq6G9jvGyp8BLV8bLlJ+fykyuoWYrgZehroZFRRULvB48AHJzletM1dVQsz6aAZShtrZGxsvevldtBQMvInJYumbBs0W2nPEqz3/hTX0DZV0e1sDLnjNe+lg68CovWwy8LJE9tqWMl6Guhuo20pYtkp/T4uKKBV4AkJWlXKct8KrI5Bqav5sP8xgve/s+NjUGXkTksOwp8LLl+lU08DJnxsuWz5etU19MWnI6eUuM8TJVV0NrTq5hrqDP1jJe2vZrbMZLW9BibMZLvl9tx6M5g2NFMl6GxngBFZ9O3pSBF5kHTzMROSz5H2NbzigBtl0/+R/78ozxYuClna1nvMyRabH0fbxsuauh5mfImoGXtu8dddmKTq6hjSm7Gmrbtvy9xnY11BZAqQMvfWO8DP0ToSJdDe19cg1zZMntFQMvIiLYdmAD2Hb9yhN4yTHwKj9OJ19xptqurXQ1lLNkV0N1HSyd8TK2q6E28u8lfV0NDd3/Ly2t5NFU9/HSVj/ANjJephzjZalJlewBAy8icmgxMSWPXbtatx66tG1b8vjyy9athz61apU+N3TRAZRetDRqVPF9fvhhyeMnnyiX9+xZ8rh8ecljZf4Lb2nPPlvyOH687jLq34NnnjFfPZo0KXmMiipdZmxXw3r1dG/3+edLHhs3LrtOV+Clbue5c3Vv11jyDEZYmHHvUX8vDB4MDBhQ8vzddytfF300Ay9jMnWaF7NTpypfDxqkf599+5Y8NmumXK4+//37l62DtzcQHl66XP17YwzN71vN+o8ZU/Y9xma85s1TlklNLRu8urkBERFlt9erV+nzwMDS561aKcupv8PU38+RkUDVqtrLatL2u968ecmjl1fJ46xZyvdUNOPVrZvu92h+BrQFXpMmKev33nulbaf+nXrjjZJHT0/t++nQgd0YFYQDyczMFABEZmamtatCRDYiN1eIM2eEKC62dk20KywU4o8/rF0LwzIzhbh/37iy2dlC3LlT+X3evFl2WVGREOnpJc/v3CnZl72Q112XwkIhTp8W4sED89bl5k3lZ+L0aSFKLm2FuH27dHnnzsrl+fn6t3v7tva6375dup1//7tsXUzl/v2S31VjPXhQcuxFRSXn49Yt09VFlylTSs8FIMTGjaXrunYtXS6XlFS6/Pz5st9n6rrLt6spI0N729y8WfI5Ur8vPr50XVaWECdOCPHrr+X7Di0sFKJ+/dJtattveroQzzxTWmbcuLJlCgpK10+bpqyzenmNGiXL1K8nTix5fe+eEP/6V+nyDz4ou/3MzJJjzM1Vnrtjx0rWFxcLcfZsye9VTo4Qf/9t+NjXrSvdTosWpcvv3CnZhtqnn5aWa9BA/zZff72k3Nixpe9JSxNi1y5lvdU/f/4pRF6echuHDyvLLFxYcnzqz5/6O0H+mVCfg5s3hXjllbL7+eOPkrauUqV0Wf/+hs+RJVk6NrDAcFYiItvl7l6+/9RamrOz8j+vtsrX1/iynp66/ztaHiEhZZc5OQFBQSXP1f+Bthfyuuvi7AxER5u/LprnVtc05vLnAQGGt6urjObkB/rqUhnqjIKxXF2V5zs42HR10UUz4yXvwmdMN8eQkLIZEpXKcN1r1NC9PfnYJ3kdfHwMZ3i0cXYu2e7Fi6X10xQUpPyeMHTjZXk2UP47o9ltUV1/b2+gdevS5drOj/x7rWlT4PTpkufqTLpKpcwMe3iU3YYmeXvK66/5fSXPyFUk41WzZun51VS9etll2jJeKlXpuVQ/an4m1GW01VH9t4tjvEox+UdERER6yS9qzT2dfGXGqTwMNAMveXdZY8Z4mePCVnOMlCkY83skD1IqOrmG5jg1+e+X/FwbmhRDXpfKjGeTt6e+ttIVoGmjbYyX5qQihlR2Onl95R092JJj4EVERER6MfCynMpmvMxxkWuOmRWNCQrkx65tnJD8WHXVSzPjZe3Ay9iASh6gVeQGyk5O5RtbVdlxWPrez4xXKQZeREREpJeuwMscsxoy8FK+toXAS84cgVdFM15yujJemvWtaOAlD4QsEXhVJOMlnw3RljJeDLxKMfAiIiIivXSN8TLHfbw0p9J2NJoXy8YEXpa8mLVk4FWerI+xt1qQ119eB0NBijwwq8xsqeYMvNRBpa4bMxuzDWP3qYldDY3DwIuIiIj0MnfGy5guY46iIhkvS94nyd4yXprk9a/o/eNsLeOl2dVQ/bksz+dT24Qs5cGMl3EYeBEREZFe5h7jJefoXQ01ybMrxgQX5r6wNdVNvMs7xstUgZeuroblUZmMlyUm1zBFxqu8jM14MfAiIiIi0sOY6eRNxdEDL83jd4QxXroYmlxDrrIZr/KozO99RSbXMHRspsh4WWqMl6PjqSAiIiK9zN3VUM7RAy/NMW6O0NVQF3nwYUsZr8owtpuivJzmzIya7GmMFzNeRERERHrIL2rNfRHl6JNrVCTwkrOXwMuYoN0cGS9bCrz0BVTycpr3ItOkK+NlK10NOcarFAMvIiIi0ktX4MWMl+lpBl7G3EBZzl4CL3OP8XJ11V5OV7dZSzE28JIHhRXNeNlKV0NHD7bkGHgRERGRXpacxtzRAy/N4zfm5sUPa1fDygReVapoLyc/v9YICOQBob5Mlrxu5Q28tGW8dJ0PzW1o278xeANl4zDwIiIiIr10deNi4GV6+rpa6jo39n4fL10qcx8vXTMPWvv3S95WhroQGltOvU317462yTUMjS2zVFdDR8dTQURERHox8LKcggLd62yhq6Gp2sfUGS9NxmS8rM1UgZcxk2uUN/Di5BrmwcCLiIiI9NIVeHGMl+npy3jZQuBlL9PJ6wq8bOkG3Ya6EBpbTt3mP/9c8miKjBdvoGweDLyIiIhIr+Bg7ctbtDD9vurXN/027ckjj+he9+STJY+aQUu1aqXP9V3YNmhQ8vjUUxWrGwA0aVLx98oZE3j5+5c+9/HRX1Yz8OrUqeTR01O5vGVL7e8PC9O//cce07++PNRBUL16+stVr17y2Lix/nKaQZOXV8mj/BzHxJRvG6Yc4+XowZacFSbSJCIiInvSqBGwciUQEqJcPnZsSYbq6acrv4///hc4cgR48cXKb8uevfwy8PffQEoK8PrrynXz5gHh4WXPUWgosHat4eBkzx4gIQEYNar89UpMLMmovPpq+d+rjTGBV3Q0sGABcOcO0Lu3/rKagdeiRUBkJNCvX8nr06eBbduA8eOV5XbtAi5dAh5/XP/2p0wpyaL17Gm43obs3Als2QIMH66/3A8/ABs3AkOH6i+nGdisWlXyKD/Hr79eEjx27Kh9G5XNXusaU6e5bUcPwlRCGHvnA/uXlZUFPz8/ZGZmwtfX19rVISIiInJI48cDixeXPK/Mlaj6Qv6114BlyypdLbsUHw+8+27J8+bNgeTkkufp6aX/LDlwAGjXTvc25GUB4MsvgREjjK/Dxx8DU6cql6nbtW5d4MqVkucjR5b8E8dWWDo2YFdDIiIiIrIoU48PdJw0QlnyLJKuCUkMZZoq29XQ2IyXo+OpICIiIiKLKu8shYY4cuClaxKNytxAubz0Td7BWQ1LMfAiIiIiIoti4GU6ugIv+Tk2NJtjZTNe+gIvjvEqxcCLiIiIiCyKgZfpyIMZeZc/+Tk2dH4sFXg5Op4KIiIiIrIoBl6mY0xXQ0PnRzPQMmXgxa6GpRh4EREREZFFMfAyHWMm1zCE08lbBgMvIiIiIrIoBl6mY4qMlzm7Gjp6sCXHwIuIiIiILIqBl+kYM8aLk2vYBgZeRERERGRRvI+X6Zgj41VeHONlHAZeRERERGRRzHiZjq7ASx7kcFZD28BTQUREREQWxcDLdHRNriFn7sBL3+QazHiVYuBFRERERBbFwMt05EGTrgDIml0NmfEqxVNBRERERBbFwMt0TJHx4n28LIOBFxERERFZFAMv09E1xkvOmPNTmdkHOauhcRh4EREREZFF6RsTVBEuLqbdnj0xJuNlTMBjicDL0fFUEBEREZFF9e8PNGsGjB1bue3MmwfUrQt8+KFp6mWP9I3xGjkSiIkBOncu33bKy9kZePFFICAACA8HEhJK17GrYSkH/v8AEREREVmDhweQklL57UycWPLjyPR1NVy5smLbqUiAtHmzebb7MGHgpUVRUREKCgqsXQ0iu+Dq6gpnU3fWJyIiIqMY09XQGOYKkBw92JJj4CUjhEB6ejru3r1r7aoQ2ZWqVasiODgYKn67EhERWZQxk2uUdzumxIxXKQZeMuqgKzAwEJ6enryIJDJACIGcnBxkZGQAAEJCQqxcIyIiIsdiTxkvR7+0ZuD1j6KiIinoql69urWrQ2Q3PDw8AAAZGRkIDAxkt0MiIiILMuYGysYwV4DEWQ1L8VT8Qz2my9PT08o1IbI/6s8Nx0YSERFZFjNe9oOBlwZ2LyQqP35uiIiIrINjvOwHAy8iIiIiIjslROlzW8x4sathKZ4KMiuVSoWtW7dauxpEREREDyV5L//KjPFiV0PzY+D1kDhy5AicnZ3RrVu3cr+3Tp06WLRokekrZYBKpdL7M2zYMIvXydw6dOiA8ePHW7saRERE9JB48KD0Obsa2jbOaviQWL16Nd588018+eWXuHbtGmrXrm3tKhl069Yt6fmmTZswY8YMnD9/Xlqmni3PHhQUFMDV1fWh3R8RERHZJnng5VKJK3veQNn8mPHSQQggO9s6P/K+usbIzs7G5s2b8dprr6Fnz55ISEgoU+aHH35ATEwM3N3dERAQgD59+gAoycBcvXoVEyZMkDJNADBz5kw0b95csY1FixahTp060uvjx4+jS5cuCAgIgJ+fH9q3b4+TJ08aXe/g4GDpx8/PDyqVSrHs4MGDaNWqFdzd3REZGYn3338fhYWF0vtVKhVWrFiBnj17wtPTE1FRUTh69CguXbqEDh06wMvLC7Gxsbh8+bL0HvVxrVixAmFhYfD09MSLL75Y5qbZa9asQVRUFNzd3dGoUSMsW7ZMWpeWlgaVSoXNmzejQ4cOcHd3x/r16/HXX3/hpZdeQq1ateDp6Yno6Gh8/fXX0vuGDRuGAwcOYPHixdK5TktLQ0JCAqpWrarY/9atWxUTVqjrvXr1akRGRsLNzQ1CCGRmZuLVV19FYGAgfH190bFjR5w6dcroNiAiIiL7Jg+8KhPkWGKMl6MHYQy8dMjJAby9rfOTk1O+um7atAkNGzZEw4YNMWjQIKxZswZCFr399NNP6NOnD3r06IHk5GTs3bsXMTExAIAtW7agVq1a+OCDD3Dr1i1FFsqQe/fuYejQoTh06BCOHTuG+vXro3v37rh37175DkCLXbt2YdCgQRg7dizOnj2LFStWICEhAbNnz1aUmzVrFoYMGYKUlBQ0atQIAwYMwKhRozB16lScOHECADBmzBjFey5duoTNmzfjxx9/xM6dO5GSkoI33nhDWr9y5UpMmzYNs2fPxrlz5/DRRx9h+vTpWLt2rWI7U6ZMwdixY3Hu3Dl07doVeXl5aNWqFbZt24Zff/0Vr776KgYPHoxffvkFALB48WLExsbilVdekc51WFiY0edEXe/vvvsOKSkpAIAePXogPT0d27dvR1JSElq2bIlOnTrh77//Nnq7REREZL/y802zHXN1NXT0YEtBOJDMzEwBQGRmZpZZl5ubK86ePStyc3OFEELcvy9ESe7J8j/375fvuNq0aSMWLVokhBCioKBABAQEiN27d0vrY2NjxcCBA3W+Pzw8XCxcuFCxLC4uTjRr1kyxbOHChSI8PFzndgoLC4WPj4/48ccfpWUAxPfff2/wGNasWSP8/Pyk123bthUfffSRosy6detESEiIYtvvvfee9Pro0aMCgFi1apW07Ouvvxbu7u6K43J2dhbXr1+Xlu3YsUM4OTmJW7duCSGECAsLE1999ZVi37NmzRKxsbFCCCFSU1MFAOmc69O9e3cxceJE6XX79u3FuHHj9B67EEJ8//33Qv7xjIuLE66uriIjI0NatnfvXuHr6yvy8vIU761bt65YsWKFwbqZkubnh4iIiCxj9uzSa8jKiIgo3c6//22augkhxP/9X+l2p0wx3XZNQV9sYA4c46WDpydw/7719m2s8+fPIzExEVu2bAEAuLi4oF+/fli9ejU6d+4MAEhJScErr7xi8npmZGRgxowZ+Pnnn/HHH3+gqKgIOTk5uHbtWqW3nZSUhOPHjysyXEVFRcjLy0NOTo50w96mTZtK64OCggAA0dHRimV5eXnIysqCr68vAKB27dqoVauWVCY2NhbFxcU4f/48nJ2dcf36dYwYMUJxzgoLC+Hn56eoozprKK/fxx9/jE2bNuHGjRvIz89Hfn4+vLy8Kns6AADh4eGoUaOG9DopKQn3799H9erVFeVyc3MV3SuJiIjo4SXvalgZnNXQ/Bh46aBSASa6XjarVatWobCwEDVr1pSWCSHg6uqKO3fuwN/fv0KTVDg5OSm6KwIlEzrIDRs2DLdv38aiRYsQHh4ONzc3xMbG4oEJvgGKi4vx/vvvS2PR5NxlU/bIJ5hQj4nStqy4uFjnvtRlVCqVVG7lypVo3bq1opyzs7PitWZANX/+fCxcuBCLFi1CdHQ0vLy8MH78eIPnw5hzrW1/xcXFCAkJwf79+8uU1RwzRkRERA8nWw+8eB+vUgy87FhhYSH+9a9/Yf78+Xj66acV655//nls2LABY8aMQdOmTbF37168/PLLWrdTpUoVFBUVKZbVqFED6enpEEJIgYl6XJHaoUOHsGzZMnTv3h0AcP36dfz5558mObaWLVvi/PnzqFevnkm2J3ft2jXcvHkToaGhAICjR4/CyckJDRo0QFBQEGrWrIkrV65g4MCB5druoUOH0KtXLwwaNAhASWB08eJFREVFSWV0net79+4hOztbCq40z7U2LVu2RHp6OlxcXBSTnhAREZHj6NQJiI8HNP4/XG4hIcDFiyXP/+lEZBLye4sx40V2a9u2bbhz5w5GjBhRphvcCy+8gFWrVmHMmDGIi4tDp06dULduXfTv3x+FhYXYsWMH3n77bQAl9/E6ePAg+vfvDzc3NwQEBKBDhw64ffs25s6dixdeeAE7d+7Ejh07pO56AFCvXj2sW7cOMTExyMrKwuTJk002BfyMGTPQs2dPhIWF4cUXX4STkxNOnz6NM2fO4MMPP6zUtt3d3TF06FDMmzcPWVlZGDt2LPr27Yvg4GAAJTMIjh07Fr6+vnjmmWeQn5+PEydO4M6dO3jrrbd0brdevXr47rvvcOTIEfj7+2PBggVIT09XBF516tTBL7/8grS0NHh7e6NatWpo3bo1PD098e677+LNN99EYmKi1pkpNXXu3BmxsbHo3bs35syZg4YNG+LmzZvYvn07evfuXaYrJBERET18OnUCDh4EGjSo3HY2bgT27AFq1gRMeQkxfTqwYUPJc0cPvJj8s2OrVq1C586dywRdQEnGKyUlBSdPnkSHDh3wzTff4IcffkDz5s3RsWNHaaY9APjggw+QlpaGunXrSmOIoqKisGzZMixduhTNmjVDYmIiJk2apNjH6tWrcefOHbRo0QKDBw/G2LFjERgYaJJj69q1K7Zt24bdu3fj0UcfxeOPP44FCxYgPDy80tuuV68e+vTpg+7du+Ppp59GkyZNFNPFjxw5El9++SUSEhIQHR2N9u3bIyEhAREREXq3O336dLRs2RJdu3ZFhw4dEBwcjN69eyvKTJo0Cc7OzmjcuDFq1KiBa9euoVq1ali/fj22b98uTUE/c+ZMg8ehUqmwfft2tGvXDsOHD0eDBg3Qv39/pKWlSePdiIiI6OHXtm3ls1QhIcDgwUDHjqYNkGTD0yG7K5BDUgnNwSU26rnnnkNKSgoyMjLg7++Pzp07Y86cOVJ3MWNkZWXBz88PmZmZiswNAOTl5SE1NRURERGKMUT0cJk5cya2bt1qVFc+Mh4/P0RERKRNTk7pvAnjxwMLF1q1Ogr6YgNzsJuM11NPPYXNmzfj/Pnz+O6773D58mW88MIL1q4WERERERHpIB/jZap7jtkruxnjNWHCBOl5eHg43nnnHfTu3RsFBQWKWeyIiIiIiMg2yCf9yMuzXj1sgd1kvOT+/vtvbNiwAW3atNEbdOXn5yMrK0vxQ45t5syZ7GZIREREZAWOnvGyq8BrypQp8PLyQvXq1XHt2jX8+9//1ls+Pj4efn5+0k9YWJiFakpERERERHIMvKxo5syZUKlUen9OnDghlZ88eTKSk5Pxn//8B87OzhgyZEiZG8/KTZ06FZmZmdLP9evXLXFYRERERESkwdG7Glp1jNeYMWPQv39/vWXkN4YNCAhAQEAAGjRogKioKISFheHYsWOIjY3V+l43Nze4yUf0ERERERGRVTx4YO0aWJdVAy91IFUR6kxXvqPnLImIiIiI7ICjX7bbxayGiYmJSExMxJNPPgl/f39cuXIFM2bMQN26dXVmu4iIiIiIyHY4eldDu5hcw8PDA1u2bEGnTp3QsGFDDB8+HE2aNMGBAwfYlZCIiIiIyA4w42UHoqOj8fPPP1u7Gg5v5syZ2Lp1qzQd+7Bhw3D37l1s3brVovVIS0tDREQEkpOT0bx5c4vum4iIiIgqhhkvsmvDhg2TZoB0dXVFZGQkJk2ahOzsbLPve/HixUhISDCqbFpaGlQqldnvoaXej76fmTNnmrUO1lCnTh0sWrTI2tUgIiIi0omTa5Dd69atG9asWYOCggIcOnQII0eORHZ2NpYvX16mbEFBgd6bTpeHn5+fSbZjSmFhYbh165b0et68edi5cyf27NkjLfP29rZG1cpNCIGioiK4uFjuY/rgwQNUqVLFYvsjIiIix+HoXQ2Z8TIkO1v3j2a+VF/Z3FzjylaAm5sbgoODERYWhgEDBmDgwIFS97+ZM2eiefPmWL16NSIjI+Hm5gYhBDIzM/Hqq68iMDAQvr6+6NixI06dOqXY7scff4ygoCD4+PhgxIgRyNM43mHDhqF3797S6+LiYsyZMwf16tWDm5sbateujdmzZwMAIiIiAAAtWrSASqVChw4dpPetWbMGUVFRcHd3R6NGjbBs2TLFfhITE9GiRQu4u7sjJiYGycnJOs+Fs7MzgoODpR9vb2+4uLgoln3zzTc696fOmG3evBlt27aFh4cHHn30UVy4cAHHjx9HTEwMvL290a1bN9y+fbvMuXj//felczpq1Cg8kP1rRwiBuXPnIjIyEh4eHmjWrBm+/fZbaf3+/fuhUqmwa9cuxMTEwM3NDYcOHcLly5fRq1cvBAUFwdvbG48++qgikOzQoQOuXr2KCRMmSFk9edvLLVq0SHGLBnW94+PjERoaigYNGgAAbty4gX79+sHf3x/Vq1dHr169kJaWpvO8ExERERni6F0NmfEyRF92pHt34KefSl8HBgI5OdrLtm8P7N9f+rpOHeDPP8uW03NDaGN5eHigoKBAen3p0iVs3rwZ3333HZydnQEAPXr0QLVq1bB9+3b4+flhxYoV6NSpEy5cuIBq1aph8+bNiIuLw9KlS9G2bVusW7cOS5YsQWRkpM79Tp06FStXrsTChQvx5JNP4tatW/jf//4HoCR4euyxx7Bnzx488sgjUlZl5cqViIuLw2effYYWLVogOTkZr7zyCry8vDB06FBkZ2ejZ8+e6NixI9avX4/U1FSMGzeuwufG0P7U4uLisGjRItSuXRvDhw/HSy+9BF9fXyxevBienp7o27cvZsyYocgq7t27F+7u7ti3bx/S0tLw8ssvIyAgQAo+33vvPWzZsgXLly9H/fr1cfDgQQwaNAg1atRA+/btpe28/fbbmDdvHiIjI1G1alX8/vvv6N69Oz788EO4u7tj7dq1ePbZZ3H+/HnUrl0bW7ZsQbNmzfDqq6/ilVdeKfc52bt3L3x9fbF7924IIZCTk4OnnnoKbdu2xcGDB+Hi4oIPP/wQ3bp1w+nTp5kRIyIiogrRcxnpGIQDyczMFABEZmZmmXW5ubni7NmzIjc3V7miJBTS/tO9u7Ksp6fusu3bK8sGBGgvV05Dhw4VvXr1kl7/8ssvonr16qJv375CCCHi4uKEq6uryMjIkMrs3btX+Pr6iry8PMW26tatK1asWCGEECI2NlaMHj1asb5169aiWbNmWvedlZUl3NzcxMqVK7XWMzU1VQAQycnJiuVhYWHiq6++UiybNWuWiI2NFUIIsWLFClGtWjWRnZ0trV++fLnWbWkTFxenqLOh/anr+eWXX0rrv/76awFA7N27V1oWHx8vGjZsKL0eOnSo1np6e3uLoqIicf/+feHu7i6OHDmi2PeIESPESy+9JIQQYt++fQKA2Lp1q8Hjaty4sfj000+l1+Hh4WLhwoV6j10IIRYuXCjCw8MV9Q4KChL5+fnSslWrVomGDRuK4uJiaVl+fr7w8PAQu3bt0lofnZ8fIiIicnjHjwvRt68Qly9buyZK+mIDc2DGy5D793Wv+yd7JMnI0F3WSaNXpwm7bW3btg3e3t4oLCxEQUEBevXqhU8//VRaHx4ejho1akivk5KScP/+fVSvXl2xndzcXFy+fBkAcO7cOYwePVqxPjY2Fvv27dNah3PnziE/Px+dOnUyut63b9/G9evXMWLECEWmprCwUBo/du7cOTRr1gyenp6KelSEMftTa9q0qfQ8KCgIQMnsmvJlGRrtra2e9+/fx/Xr15GRkYG8vDx06dJF8Z4HDx6gRYsWimUxMTGK19nZ2Xj//fexbds23Lx5E4WFhcjNzcW1a9fKc/g6RUdHK7JYSUlJuHTpEnx8fBTl8vLypN8PIiIiImPFxACbNlm7FtbHwMsQLy/rlzXgqaeewvLly+Hq6orQ0NAyk2d4aeyruLgYISEh2C/v+viPqlWrVqgOHh4e5X5PcXExgJLuf61bt1asU3eJFCboelme/anJz6F6zJTmMvX2DJGX/emnn1CzZk3Fes170Wm21+TJk7Fr1y7MmzcP9erVg4eHB1544QXF+DFtnJycypw/eRdUXfsrLi5Gq1atsGHDhjJl5QE8ERERERmPgddDwMvLC/Xq1TO6fMuWLZGeng4XFxfFRAtyUVFROHbsGIYMGSItO3bsmM5t1q9fHx4eHti7dy9GjhxZZr06o1JUVCQtCwoKQs2aNXHlyhUMHDhQ63YbN26MdevWITc3Vwru9NVDH2P2VxmnTp0qU09vb2/UqlUL/v7+cHNzw7Vr1xTjuYxx6NAhDBs2DP/3f/8HALh//36ZiS6qVKmiOLdASZCUnp4OIYQUPBoznX/Lli2xadMmaZIQIiIiIqo8zmrogDp37ozY2Fj07t0bu3btQlpaGo4cOYL33nsPJ06cAACMGzcOq1evxurVq3HhwgXExcXht99+07lNd3d3TJkyBW+//Tb+9a9/4fLlyzh27BhWrVoFAAgMDISHhwd27tyJP/74A5mZmQBKZt6Lj4/H4sWLceHCBZw5cwZr1qzBggULAAADBgyAk5MTRowYgbNnz2L79u2YN29ehY/d0P4q48GDB1I9d+zYgbi4OIwZMwZOTk7w8fHBpEmTMGHCBKxduxaXL19GcnIyli5dirVr1+rdbr169bBlyxakpKTg1KlTGDBgQJlsW506dXDw4EHcuHEDf/4zaUuHDh1w+/ZtzJ07F5cvX8bSpUuxY8cOg8cxcOBABAQEoFevXjh06BBSU1Nx4MABjBs3Dr///nvFTxARERGRA2Pg5YBUKhW2b9+Odu3aYfjw4WjQoAH69++PtLQ0aTxTv379MGPGDEyZMgWtWrXC1atX8dprr+nd7vTp0zFx4kTMmDEDUVFR6NevnzQOysXFBUuWLMGKFSsQGhqKXr16AQBGjhyJL7/8EgkJCYiOjkb79u2RkJAgTT/v7e2NH3/8EWfPnkWLFi0wbdo0zJkzp8LHbmh/ldGpUyfUr18f7dq1Q9++ffHss88qbtY8a9YszJgxA/Hx8YiKikLXrl3x448/Gtz3woUL4e/vjzZt2uDZZ59F165d0bJlS0WZDz74AGlpaahbt67UHTAqKgrLli3D0qVL0axZMyQmJmLSpEkGj8PT0xMHDx5E7dq10adPH0RFRWH48OHIzc1lBoyIiIioglTClINobFxWVhb8/PyQmZlZ5gIyLy8PqampiIiIgLu7u5VqSPZq2LBhuHv3rnT/NEfDzw8RERHZG32xgTkw40VERERERGRmDLyIiIiIiIjMjLMaEplAQkKCtatARERERDaMGS8iIiIiIiIzY+ClwYHmGiEyGX5uiIiIiPRj4PUPV1dXAEBOTo6Va0Jkf9SfG/XniIiIiIiUOMbrH87Ozqhatap03ylPT0+oVCor14rItgkhkJOTg4yMDFStWhXOzs7WrhIRERGRTWLgJRMcHAwAUvBFRMapWrWq9PkhIiIiorIYeMmoVCqEhIQgMDAQBQUF1q4OkV1wdXVlpouIiIjIAAZeWjg7O/NCkoiIiIiITIaTaxAREREREZkZAy8iIiIiIiIzY+BFRERERERkZg41xkt9k9esrCwr14SIiIiIiKxJHROoYwRzc6jA6969ewCAsLAwK9eEiIiIiIhswb179+Dn52f2/aiEpUI8G1BcXIybN2/Cx8fH6jdHzsrKQlhYGK5fvw5fX1+r1oV0YzvZPraRfWA72Qe2k+1jG9kHtpPtU7fR2bNn0bBhQzg5mX8ElkNlvJycnFCrVi1rV0PB19eXH0g7wHayfWwj+8B2sg9sJ9vHNrIPbCfbV7NmTYsEXQAn1yAiIiIiIjI7Bl5ERERERERmxsDLStzc3BAXFwc3NzdrV4X0YDvZPraRfWA72Qe2k+1jG9kHtpPts0YbOdTkGkRERERERNbAjBcREREREZGZMfAiIiIiIiIyMwZeREREREREZsbAi4iIiIiIyMwYeFnBsmXLEBERAXd3d7Rq1QqHDh2ydpUcRnx8PB599FH4+PggMDAQvXv3xvnz5xVlhBCYOXMmQkND4eHhgQ4dOuC3335TlMnPz8ebb76JgIAAeHl54bnnnsPvv/9uyUNxKPHx8VCpVBg/fry0jO1kG27cuIFBgwahevXq8PT0RPPmzZGUlCStZztZV2FhId577z1ERETAw8MDkZGR+OCDD1BcXCyVYRtZ3sGDB/Hss88iNDQUKpUKW7duVaw3VZvcuXMHgwcPhp+fH/z8/DB48GDcvXvXzEf38NDXTgUFBZgyZQqio6Ph5eWF0NBQDBkyBDdv3lRsg+1kXoY+S3KjRo2CSqXCokWLFMst2UYMvCxs06ZNGD9+PKZNm4bk5GS0bdsWzzzzDK5du2btqjmEAwcO4I033sCxY8ewe/duFBYW4umnn0Z2drZUZu7cuViwYAE+++wzHD9+HMHBwejSpQvu3bsnlRk/fjy+//57bNy4EYcPH8b9+/fRs2dPFBUVWeOwHmrHjx/HF198gaZNmyqWs52s786dO3jiiSfg6uqKHTt24OzZs5g/fz6qVq0qlWE7WdecOXPw+eef47PPPsO5c+cwd+5cfPLJJ/j000+lMmwjy8vOzkazZs3w2WefaV1vqjYZMGAAUlJSsHPnTuzcuRMpKSkYPHiw2Y/vYaGvnXJycnDy5ElMnz4dJ0+exJYtW3DhwgU899xzinJsJ/My9FlS27p1K3755ReEhoaWWWfRNhJkUY899pgYPXq0YlmjRo3EO++8Y6UaObaMjAwBQBw4cEAIIURxcbEIDg4WH3/8sVQmLy9P+Pn5ic8//1wIIcTdu3eFq6ur2Lhxo1Tmxo0bwsnJSezcudOyB/CQu3fvnqhfv77YvXu3aN++vRg3bpwQgu1kK6ZMmSKefPJJnevZTtbXo0cPMXz4cMWyPn36iEGDBgkh2Ea2AID4/vvvpdemapOzZ88KAOLYsWNSmaNHjwoA4n//+5+Zj+rho9lO2iQmJgoA4urVq0IItpOl6Wqj33//XdSsWVP8+uuvIjw8XCxcuFBaZ+k2YsbLgh48eICkpCQ8/fTTiuVPP/00jhw5YqVaObbMzEwAQLVq1QAAqampSE9PV7SRm5sb2rdvL7VRUlISCgoKFGVCQ0PRpEkTtqOJvfHGG+jRowc6d+6sWM52sg0//PADYmJi8OKLLyIwMBAtWrTAypUrpfVsJ+t78sknsXfvXly4cAEAcOrUKRw+fBjdu3cHwDayRaZqk6NHj8LPzw+tW7eWyjz++OPw8/Nju5lJZmYmVCqVlPVnO1lfcXExBg8ejMmTJ+ORRx4ps97SbeRSweOgCvjzzz9RVFSEoKAgxfKgoCCkp6dbqVaOSwiBt956C08++SSaNGkCAFI7aGujq1evSmWqVKkCf3//MmXYjqazceNGnDx5EsePHy+zju1kG65cuYLly5fjrbfewrvvvovExESMHTsWbm5uGDJkCNvJBkyZMgWZmZlo1KgRnJ2dUVRUhNmzZ+Oll14CwM+SLTJVm6SnpyMwMLDM9gMDA9luZpCXl4d33nkHAwYMgK+vLwC2ky2YM2cOXFxcMHbsWK3rLd1GDLysQKVSKV4LIcosI/MbM2YMTp8+jcOHD5dZV5E2YjuazvXr1zFu3Dj85z//gbu7u85ybCfrKi4uRkxMDD766CMAQIsWLfDbb79h+fLlGDJkiFSO7WQ9mzZtwvr16/HVV1/hkUceQUpKCsaPH4/Q0FAMHTpUKsc2sj2maBNt5dlupldQUID+/fujuLgYy5YtM1ie7WQZSUlJWLx4MU6ePFnuc2muNmJXQwsKCAiAs7Nzmeg4IyOjzH+2yLzefPNN/PDDD9i3bx9q1aolLQ8ODgYAvW0UHByMBw8e4M6dOzrLUOUkJSUhIyMDrVq1gouLC1xcXHDgwAEsWbIELi4u0nlmO1lXSEgIGjdurFgWFRUlTRbEz5P1TZ48Ge+88w769++P6OhoDB48GBMmTEB8fDwAtpEtMlWbBAcH448//iiz/du3b7PdTKigoAB9+/ZFamoqdu/eLWW7ALaTtR06dAgZGRmoXbu2dC1x9epVTJw4EXXq1AFg+TZi4GVBVapUQatWrbB7927F8t27d6NNmzZWqpVjEUJgzJgx2LJlC37++WdEREQo1kdERCA4OFjRRg8ePMCBAwekNmrVqhVcXV0VZW7duoVff/2V7WginTp1wpkzZ5CSkiL9xMTEYODAgUhJSUFkZCTbyQY88cQTZW7HcOHCBYSHhwPg58kW5OTkwMlJ+afe2dlZmk6ebWR7TNUmsbGxyMzMRGJiolTml19+QWZmJtvNRNRB18WLF7Fnzx5Ur15dsZ7tZF2DBw/G6dOnFdcSoaGhmDx5Mnbt2gXACm1Urqk4qNI2btwoXF1dxapVq8TZs2fF+PHjhZeXl0hLS7N21RzCa6+9Jvz8/MT+/fvFrVu3pJ+cnBypzMcffyz8/PzEli1bxJkzZ8RLL70kQkJCRFZWllRm9OjRolatWmLPnj3i5MmTomPHjqJZs2aisLDQGoflEOSzGgrBdrIFiYmJwsXFRcyePVtcvHhRbNiwQXh6eor169dLZdhO1jV06FBRs2ZNsW3bNpGamiq2bNkiAgICxNtvvy2VYRtZ3r1790RycrJITk4WAMSCBQtEcnKyNBueqdqkW7duomnTpuLo0aPi6NGjIjo6WvTs2dPix2uv9LVTQUGBeO6550StWrVESkqK4poiPz9f2gbbybwMfZY0ac5qKIRl24iBlxUsXbpUhIeHiypVqoiWLVtKU5mT+QHQ+rNmzRqpTHFxsYiLixPBwcHCzc1NtGvXTpw5c0axndzcXDFmzBhRrVo14eHhIXr27CmuXbtm4aNxLJqBF9vJNvz444+iSZMmws3NTTRq1Eh88cUXivVsJ+vKysoS48aNE7Vr1xbu7u4iMjJSTJs2TXFhyDayvH379mn9WzR06FAhhOna5K+//hIDBw4UPj4+wsfHRwwcOFDcuXPHQkdp//S1U2pqqs5rin379knbYDuZl6HPkiZtgZcl20glhBDly5ERERERERFReXCMFxERERERkZkx8CIiIiIiIjIzBl5ERERERERmxsCLiIiIiIjIzBh4ERERERERmRkDLyIiIiIiIjNj4EVERERERGRmDLyIiIiIiIjMjIEXERE9tFQqFbZu3WrtamDmzJlo3ry5tatBRERWxMCLiIgqLCMjA6NGjULt2rXh5uaG4OBgdO3aFUePHrV21UwiLS0NKpUKKSkp1q4KERHZORdrV4CIiOzX888/j4KCAqxduxaRkZH4448/sHfvXvz999/WrhoREZFNYcaLiIgq5O7duzh8+DDmzJmDp556CuHh4XjssccwdepU9OjRQyq3YMECREdHw8vLC2FhYXj99ddx//59aX1CQgKqVq2Kbdu2oWHDhvD09MQLL7yA7OxsrF27FnXq1IG/vz/efPNNFBUVSe+rU6cOZs2ahQEDBsDb2xuhoaH49NNP9db5xo0b6NevH/z9/VG9enX06tULaWlpRh/z/v37oVKpsHfvXsTExMDT0xNt2rTB+fPnFeU+/vhjBAUFwcfHByNGjEBeXl6Zba1ZswZRUVFwd3dHo0aNsGzZMmnd8OHD0bRpU+Tn5wMACgoK0KpVKwwcONDouhIRkW1h4EVERBXi7e0Nb29vbN26VQoQtHFycsKSJUvw66+/Yu3atfj555/x9ttvK8rk5ORgyZIl2LhxI3bu3In9+/ejT58+2L59O7Zv345169bhiy++wLfffqt43yeffIKmTZvi5MmTmDp1KiZMmIDdu3drrUdOTg6eeuopeHt74+DBgzh8+DC8vb3RrVs3PHjwoFzHPm3aNMyfPx8nTpyAi4sLhg8fLq3bvHkz4uLiMHv2bJw4cQIhISGKoAoAVq5ciWnTpmH27Nk4d+4cPvroI0yfPh1r164FACxZsgTZ2dl45513AADTp0/Hn3/+WWY7RERkRwQREVEFffvtt8Lf31+4u7uLNm3aiKlTp4pTp07pfc/mzZtF9erVpddr1qwRAMSlS5ekZaNGjRKenp7i3r170rKuXbuKUaNGSa/Dw8NFt27dFNvu16+feOaZZ6TXAMT3338vhBBi1apVomHDhqK4uFhan5+fLzw8PMSuXbu01jU1NVUAEMnJyUIIIfbt2ycAiD179khlfvrpJwFA5ObmCiGEiI2NFaNHj1Zsp3Xr1qJZs2bS67CwMPHVV18pysyaNUvExsZKr48cOSJcXV3F9OnThYuLizhw4IDWOhIRkX1gxouIiCrs+eefx82bN/HDDz+ga9eu2L9/P1q2bImEhASpzL59+9ClSxfUrFkTPj4+GDJkCP766y9kZ2dLZTw9PVG3bl3pdVBQEOrUqQNvb2/FsoyMDMX+Y2Njy7w+d+6c1romJSXh0qVL8PHxkbJ11apVQ15eHi5fvlyu427atKn0PCQkBACkup07d05rvdRu376N69evY8SIEVI9vL298eGHHyrqERsbi0mTJmHWrFmYOHEi2rVrV646EhGRbeHkGkREVCnu7u7o0qULunTpghkzZmDkyJGIi4vDsGHDcPXqVXTv3h2jR4/GrFmzUK1aNRw+fBgjRoxAQUGBtA1XV1fFNlUqldZlxcXFBuujUqm0Li8uLkarVq2wYcOGMutq1KhhzKFK5HVT78+YusnLrVy5Eq1bt1asc3Z2VpT773//C2dnZ1y8eLFc9SMiItvDjBcREZlU48aNpWzWiRMnUFhYiPnz5+Pxxx9HgwYNcPPmTZPt69ixY2VeN2rUSGvZli1b4uLFiwgMDES9evUUP35+fiarU1RUlNZ6qQUFBaFmzZq4cuVKmXpERERI5T755BOcO3cOBw4cwK5du7BmzRqT1ZGIiCyPgRcREVXIX3/9hY4dO2L9+vU4ffo0UlNT8c0332Du3Lno1asXAKBu3booLCzEp59+iitXrmDdunX4/PPPTVaH//73v5g7dy4uXLiApUuX4ptvvsG4ceO0lh04cCACAgLQq1cvHDp0CKmpqThw4ADGjRuH33//3WR1GjduHFavXo3Vq1fjwoULiIuLw2+//aYoM3PmTMTHx2Px4sW4cOECzpw5gzVr1mDBggUAgJSUFMyYMQOrVq3CE088gcWLF2PcuHG4cuWKyepJRESWxcCLiIgqxNvbG61bt8bChQvRrl07NGnSBNOnT8crr7yCzz77DADQvHlzLFiwAHPmzEGTJk2wYcMGxMfHm6wOEydORFJSElq0aIFZs2Zh/vz56Nq1q9aynp6eOHjwIGrXro0+ffogKioKw4cPR25uLnx9fU1Wp379+mHGjBmYMmUKWrVqhatXr+K1115TlBk5ciS+/PJLJCQkIDo6Gu3bt0dCQgIiIiKQl5eHgQMHYtiwYXj22WcBACNGjEDnzp0xePBgxZT6RERkP1RCCGHtShAREZVXnTp1MH78eIwfP97aVSEiIjKIGS8iIiIiIiIzY+BFRERERERkZuxqSEREREREZGbMeBEREREREZkZAy8iIiIiIiIzY+BFRERERERkZgy8iIiIiIiIzIyBFxERERERkZkx8CIiIiIiIjIzBl5ERERERERmxsCLiIiIiIjIzP4fVOX3xxME26AAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 绘制预测值和实际值\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(y_test, label=\"Actual Temperature\", color=\"blue\")\n",
    "plt.plot(y_pred, label=\"Predicted Temperature\", color=\"red\", linestyle=\"dashed\")\n",
    "plt.legend()\n",
    "plt.title(\"Actual vs Predicted Temperature\")\n",
    "plt.xlabel(\"Sample Index\")\n",
    "plt.ylabel(\"Temperature (Normalized)\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
